Seurat & Monocle - Guided Clustering Tutorial
Compiled: February 10, 2022
This content is the Seurat PBMC tutorial with an additional section to add in Monocle for pseudotime trajectory analysis.
Please go to the installation page for instructions on how to install the libraries used for this workshop. There are also instructions for downloading the raw data there as well.
Setup the Seurat Object
For this tutorial, we will be analyzing the a dataset of Peripheral Blood Mononuclear Cells (PBMC) freely available from 10X Genomics. There are 2,700 single cells that were sequenced on the Illumina NextSeq 500. The raw data can be found here.
We start by reading in the data. The Read10X() function
reads in the output of the cellranger
pipeline from 10X, returning a unique molecular identified (UMI) count
matrix. The values in this matrix represent the number of molecules for
each feature (i.e. gene; row) that are detected in each cell
(column).
We next use the count matrix to create a Seurat object.
The object serves as a container that contains both data (like the count
matrix) and analysis (like PCA, or clustering results) for a single-cell
dataset. For a technical discussion of the Seurat object
structure, check out the GitHub Wiki. For
example, the count matrix is stored in
pbmc[["RNA"]]@counts.
library(dplyr)
library(ggplot2)
library(Seurat)
library(patchwork)
# Load the PBMC dataset
pbmc.data <- Read10X(data.dir = "filtered_gene_bc_matrices/hg19/")
# Initialize the Seurat object with the raw (non-normalized data).
pbmc <- CreateSeuratObject(counts = pbmc.data, project = "pbmc3k", min.cells = 3, min.features = 200)
pbmc## An object of class Seurat
## 13714 features across 2700 samples within 1 assay
## Active assay: RNA (13714 features, 0 variable features)What does data in a count matrix look like?
# Lets examine a few genes in the first thirty cells
pbmc.data[c("CD3D", "TCL1A", "MS4A1"), 1:30]## 3 x 30 sparse Matrix of class "dgCMatrix"
##
## CD3D 4 . 10 . . 1 2 3 1 . . 2 7 1 . . 1 3 . 2 3 . . . . . 3 4 1 5
## TCL1A . . . . . . . . 1 . . . . . . . . . . . . 1 . . . . . . . .
## MS4A1 . 6 . . . . . . 1 1 1 . . . . . . . . . 36 1 2 . . 2 . . . .The . values in the matrix represent 0s (no molecules
detected). Since most values in an scRNA-seq matrix are 0, Seurat uses a
sparse-matrix representation whenever possible. This results in
significant memory and speed savings for Drop-seq/inDrop/10x data.
dense.size <- object.size(as.matrix(pbmc.data))
dense.size## 709591472 bytessparse.size <- object.size(pbmc.data)
sparse.size## 29905192 bytesdense.size/sparse.size## 23.7 bytesDiscussion on the Seurat Object in R
Lets take a look at the seurat object we have just created in R,
pbmc
To accomodate the complexity of data arising from a single cell RNA seq experiment, the seurat object keeps this as a container of multiple data tables that are linked.
The functions in seurat can access parts of the data object for analysis and visualisation, we will cover this later on.
There are a couple of concepts to discuss here.Class
These are essentially data containers in R as a class, and can accessed as a variable in the R environment.
Classes are pre-defined and can contain multiple data tables and metadata. For Seurat, there are three types.
- Seurat - the main data class, contains all the data.
- Assay - found within the Seurat object. Depending on the experiment a cell could have data on RNA, ATAC etc measured
- DimReduc - for PCA and UMAP
Slots
Slots are parts within a class that contain specific data. These can be lists, data tables and vectors and can be accessed with conventional R methodsData Access
Many of the functions in Seurat operate on the data class and slots
within them seamlessly, there maybe occasion to acess these separately
to hack them however, this is an advanced analysis
method.
Lets take a look at some things within the seurat object. We can do
this with the str function in R.
What is in the meta.data slot within your seurat object
currently? What type of data is contained here?
Where is our count data within the seurat object?
Example code for challenge and outputs
## To look at our seurat object
str(pbmc)## Formal class 'Seurat' [package "SeuratObject"] with 13 slots
## ..@ assays :List of 1
## .. ..$ RNA:Formal class 'Assay' [package "SeuratObject"] with 8 slots
## .. .. .. ..@ counts :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots
## .. .. .. .. .. ..@ i : int [1:2282976] 29 73 80 148 163 184 186 227 229 230 ...
## .. .. .. .. .. ..@ p : int [1:2701] 0 779 2131 3260 4220 4741 5522 6304 7094 7626 ...
## .. .. .. .. .. ..@ Dim : int [1:2] 13714 2700
## .. .. .. .. .. ..@ Dimnames:List of 2
## .. .. .. .. .. .. ..$ : chr [1:13714] "AL627309.1" "AP006222.2" "RP11-206L10.2" "RP11-206L10.9" ...
## .. .. .. .. .. .. ..$ : chr [1:2700] "AAACATACAACCAC-1" "AAACATTGAGCTAC-1" "AAACATTGATCAGC-1" "AAACCGTGCTTCCG-1" ...
## .. .. .. .. .. ..@ x : num [1:2282976] 1 1 2 1 1 1 1 41 1 1 ...
## .. .. .. .. .. ..@ factors : list()
## .. .. .. ..@ data :Formal class 'dgCMatrix' [package "Matrix"] with 6 slots
## .. .. .. .. .. ..@ i : int [1:2282976] 29 73 80 148 163 184 186 227 229 230 ...
## .. .. .. .. .. ..@ p : int [1:2701] 0 779 2131 3260 4220 4741 5522 6304 7094 7626 ...
## .. .. .. .. .. ..@ Dim : int [1:2] 13714 2700
## .. .. .. .. .. ..@ Dimnames:List of 2
## .. .. .. .. .. .. ..$ : chr [1:13714] "AL627309.1" "AP006222.2" "RP11-206L10.2" "RP11-206L10.9" ...
## .. .. .. .. .. .. ..$ : chr [1:2700] "AAACATACAACCAC-1" "AAACATTGAGCTAC-1" "AAACATTGATCAGC-1" "AAACCGTGCTTCCG-1" ...
## .. .. .. .. .. ..@ x : num [1:2282976] 1 1 2 1 1 1 1 41 1 1 ...
## .. .. .. .. .. ..@ factors : list()
## .. .. .. ..@ scale.data : num[0 , 0 ]
## .. .. .. ..@ key : chr "rna_"
## .. .. .. ..@ assay.orig : NULL
## .. .. .. ..@ var.features : logi(0)
## .. .. .. ..@ meta.features:'data.frame': 13714 obs. of 0 variables
## .. .. .. ..@ misc : list()
## ..@ meta.data :'data.frame': 2700 obs. of 3 variables:
## .. ..$ orig.ident : Factor w/ 1 level "pbmc3k": 1 1 1 1 1 1 1 1 1 1 ...
## .. ..$ nCount_RNA : num [1:2700] 2419 4903 3147 2639 980 ...
## .. ..$ nFeature_RNA: int [1:2700] 779 1352 1129 960 521 781 782 790 532 550 ...
## ..@ active.assay: chr "RNA"
## ..@ active.ident: Factor w/ 1 level "pbmc3k": 1 1 1 1 1 1 1 1 1 1 ...
## .. ..- attr(*, "names")= chr [1:2700] "AAACATACAACCAC-1" "AAACATTGAGCTAC-1" "AAACATTGATCAGC-1" "AAACCGTGCTTCCG-1" ...
## ..@ graphs : list()
## ..@ neighbors : list()
## ..@ reductions : list()
## ..@ images : list()
## ..@ project.name: chr "pbmc3k"
## ..@ misc : list()
## ..@ version :Classes 'package_version', 'numeric_version' hidden list of 1
## .. ..$ : int [1:3] 4 0 4
## ..@ commands : list()
## ..@ tools : list()## To access the meta.data slot
pbmc@meta.data| orig.ident | nCount_RNA | nFeature_RNA | |
|---|---|---|---|
| AAACATACAACCAC-1 | pbmc3k | 2419 | 779 |
| AAACATTGAGCTAC-1 | pbmc3k | 4903 | 1352 |
| AAACATTGATCAGC-1 | pbmc3k | 3147 | 1129 |
| AAACCGTGCTTCCG-1 | pbmc3k | 2639 | 960 |
| AAACCGTGTATGCG-1 | pbmc3k | 980 | 521 |
| AAACGCACTGGTAC-1 | pbmc3k | 2163 | 781 |
| AAACGCTGACCAGT-1 | pbmc3k | 2175 | 782 |
| AAACGCTGGTTCTT-1 | pbmc3k | 2260 | 790 |
| AAACGCTGTAGCCA-1 | pbmc3k | 1275 | 532 |
| AAACGCTGTTTCTG-1 | pbmc3k | 1103 | 550 |
| AAACTTGAAAAACG-1 | pbmc3k | 3914 | 1112 |
| AAACTTGATCCAGA-1 | pbmc3k | 2388 | 747 |
| AAAGAGACGAGATA-1 | pbmc3k | 2410 | 864 |
| AAAGAGACGCGAGA-1 | pbmc3k | 3033 | 1058 |
| AAAGAGACGGACTT-1 | pbmc3k | 1151 | 457 |
| AAAGAGACGGCATT-1 | pbmc3k | 792 | 335 |
| AAAGATCTGGGCAA-1 | pbmc3k | 1347 | 551 |
| AAAGCAGAAGCCAT-1 | pbmc3k | 1158 | 567 |
| AAAGCAGATATCGG-1 | pbmc3k | 4584 | 1422 |
| AAAGCCTGTATGCG-1 | pbmc3k | 2928 | 1013 |
| AAAGGCCTGTCTAG-1 | pbmc3k | 4973 | 1445 |
| AAAGTTTGATCACG-1 | pbmc3k | 1268 | 444 |
| AAAGTTTGGGGTGA-1 | pbmc3k | 3281 | 1015 |
| AAAGTTTGTAGAGA-1 | pbmc3k | 1102 | 417 |
| AAAGTTTGTAGCGT-1 | pbmc3k | 2683 | 877 |
| AAATCAACAATGCC-1 | pbmc3k | 2319 | 787 |
| AAATCAACACCAGT-1 | pbmc3k | 1412 | 508 |
| AAATCAACCAGGAG-1 | pbmc3k | 2800 | 823 |
| AAATCAACCCTATT-1 | pbmc3k | 5676 | 1541 |
| AAATCAACGGAAGC-1 | pbmc3k | 3473 | 996 |
| AAATCAACTCGCAA-1 | pbmc3k | 2811 | 936 |
| AAATCATGACCACA-1 | pbmc3k | 4128 | 1368 |
| AAATCCCTCCACAA-1 | pbmc3k | 955 | 427 |
| AAATCCCTGCTATG-1 | pbmc3k | 822 | 406 |
| AAATGTTGAACGAA-1 | pbmc3k | 3208 | 1017 |
| AAATGTTGCCACAA-1 | pbmc3k | 1760 | 785 |
| AAATGTTGTGGCAT-1 | pbmc3k | 2761 | 1017 |
| AAATTCGAAGGTTC-1 | pbmc3k | 2740 | 749 |
| AAATTCGAATCACG-1 | pbmc3k | 2567 | 822 |
| AAATTCGAGCTGAT-1 | pbmc3k | 2969 | 980 |
| AAATTCGAGGAGTG-1 | pbmc3k | 2978 | 873 |
| AAATTCGATTCTCA-1 | pbmc3k | 2641 | 928 |
| AAATTGACACGACT-1 | pbmc3k | 2357 | 836 |
| AAATTGACTCGCTC-1 | pbmc3k | 3411 | 1013 |
| AACAAACTCATTTC-1 | pbmc3k | 2178 | 731 |
| AACAAACTTTCGTT-1 | pbmc3k | 2688 | 877 |
| AACAATACGACGAG-1 | pbmc3k | 2104 | 782 |
| AACACGTGCAGAGG-1 | pbmc3k | 1799 | 785 |
| AACACGTGGAAAGT-1 | pbmc3k | 2629 | 788 |
| AACACGTGGAACCT-1 | pbmc3k | 2280 | 880 |
| AACACGTGGCTACA-1 | pbmc3k | 2652 | 800 |
| AACACGTGTACGAC-1 | pbmc3k | 3569 | 1213 |
| AACAGCACAAGAGT-1 | pbmc3k | 688 | 342 |
| AACATTGATGGGAG-1 | pbmc3k | 4711 | 1458 |
| AACCAGTGATACCG-1 | pbmc3k | 3840 | 1249 |
| AACCCAGATCGCTC-1 | pbmc3k | 2343 | 756 |
| AACCGATGCTCCCA-1 | pbmc3k | 2294 | 835 |
| AACCGATGGTCATG-1 | pbmc3k | 2632 | 823 |
| AACCGATGTTCTAC-1 | pbmc3k | 2294 | 825 |
| AACCGCCTAGCGTT-1 | pbmc3k | 3390 | 1237 |
| AACCGCCTCTACGA-1 | pbmc3k | 3994 | 1240 |
| AACCTACTGTGAGG-1 | pbmc3k | 5682 | 1649 |
| AACCTACTGTGTTG-1 | pbmc3k | 2675 | 843 |
| AACCTTACGAGACG-1 | pbmc3k | 2771 | 825 |
| AACCTTACGCGAGA-1 | pbmc3k | 1246 | 654 |
| AACCTTACTAACGC-1 | pbmc3k | 1947 | 776 |
| AACCTTTGGACGGA-1 | pbmc3k | 2076 | 764 |
| AACCTTTGTACGCA-1 | pbmc3k | 4617 | 1461 |
| AACGCAACAAGTAG-1 | pbmc3k | 2048 | 789 |
| AACGCATGACCCAA-1 | pbmc3k | 2774 | 868 |
| AACGCATGCCTTCG-1 | pbmc3k | 2866 | 803 |
| AACGCATGTACTTC-1 | pbmc3k | 2913 | 963 |
| AACGCCCTCGGGAA-1 | pbmc3k | 2502 | 799 |
| AACGCCCTCGTACA-1 | pbmc3k | 1915 | 876 |
| AACGCCCTGCTTAG-1 | pbmc3k | 1073 | 419 |
| AACGCCCTGGCATT-1 | pbmc3k | 1442 | 690 |
| AACGTCGAGTATCG-1 | pbmc3k | 2148 | 987 |
| AACGTGTGAAAGCA-1 | pbmc3k | 2820 | 906 |
| AACGTGTGGCGGAA-1 | pbmc3k | 2070 | 740 |
| AACGTGTGTCCAAG-1 | pbmc3k | 1665 | 620 |
| AACGTGTGTGCTTT-1 | pbmc3k | 1932 | 866 |
| AACTACCTTAGAGA-1 | pbmc3k | 2874 | 914 |
| AACTCACTCAAGCT-1 | pbmc3k | 2605 | 967 |
| AACTCACTTGGAGG-1 | pbmc3k | 2122 | 801 |
| AACTCGGAAAGTGA-1 | pbmc3k | 1840 | 732 |
| AACTCGGAAGGTCT-1 | pbmc3k | 1289 | 554 |
| AACTCTTGCAGGAG-1 | pbmc3k | 2102 | 789 |
| AACTGTCTCCCTTG-1 | pbmc3k | 2326 | 857 |
| AACTTGCTACGCTA-1 | pbmc3k | 2335 | 899 |
| AACTTGCTGGGACA-1 | pbmc3k | 1864 | 674 |
| AAGAACGAGTGTTG-1 | pbmc3k | 780 | 397 |
| AAGAAGACGTAGGG-1 | pbmc3k | 1437 | 660 |
| AAGACAGAAGTCTG-1 | pbmc3k | 1125 | 563 |
| AAGACAGAGGATCT-1 | pbmc3k | 2314 | 785 |
| AAGACAGATTACCT-1 | pbmc3k | 2309 | 859 |
| AAGAGATGGGTAGG-1 | pbmc3k | 1345 | 567 |
| AAGATGGAAAACAG-1 | pbmc3k | 878 | 412 |
| AAGATGGAGAACTC-1 | pbmc3k | 3116 | 1042 |
| AAGATGGAGATAAG-1 | pbmc3k | 4019 | 1202 |
| AAGATTACAACCTG-1 | pbmc3k | 2117 | 700 |
| AAGATTACAGATCC-1 | pbmc3k | 4058 | 1256 |
| AAGATTACCCGTTC-1 | pbmc3k | 2762 | 928 |
| AAGATTACCGCCTT-1 | pbmc3k | 3062 | 1078 |
| AAGATTACCTCAAG-1 | pbmc3k | 2279 | 937 |
| AAGATTACTCCTCG-1 | pbmc3k | 642 | 316 |
| AAGCAAGAGCGAGA-1 | pbmc3k | 2478 | 898 |
| AAGCAAGAGCTTAG-1 | pbmc3k | 2168 | 916 |
| AAGCAAGAGGTGTT-1 | pbmc3k | 1684 | 857 |
| AAGCACTGAGCAAA-1 | pbmc3k | 3235 | 899 |
| AAGCACTGCATACG-1 | pbmc3k | 803 | 390 |
| AAGCACTGGTTCTT-1 | pbmc3k | 6153 | 1713 |
| AAGCCAACGTGTTG-1 | pbmc3k | 2764 | 819 |
| AAGCCATGAACTGC-1 | pbmc3k | 7064 | 1871 |
| AAGCCATGACACGT-1 | pbmc3k | 1535 | 657 |
| AAGCCATGCGTGAT-1 | pbmc3k | 2110 | 790 |
| AAGCCATGTCTCGC-1 | pbmc3k | 908 | 477 |
| AAGCCTGACATGCA-1 | pbmc3k | 1789 | 768 |
| AAGCCTGACCGAAT-1 | pbmc3k | 1047 | 480 |
| AAGCGACTCCTCAC-1 | pbmc3k | 2102 | 818 |
| AAGCGACTGTGTCA-1 | pbmc3k | 3131 | 866 |
| AAGCGACTTACAGC-1 | pbmc3k | 1494 | 600 |
| AAGCGACTTTGACG-1 | pbmc3k | 3668 | 1185 |
| AAGCGTACGTCTTT-1 | pbmc3k | 2046 | 648 |
| AAGGCTTGCGAACT-1 | pbmc3k | 2075 | 774 |
| AAGGTCACGGTTAC-1 | pbmc3k | 1870 | 699 |
| AAGGTCACTGTTTC-1 | pbmc3k | 1773 | 640 |
| AAGGTCACTTCCCG-1 | pbmc3k | 2385 | 855 |
| AAGGTCTGACAGTC-1 | pbmc3k | 2587 | 830 |
| AAGGTCTGCAGATC-1 | pbmc3k | 967 | 387 |
| AAGGTCTGGTATGC-1 | pbmc3k | 715 | 351 |
| AAGTAACTCTGAAC-1 | pbmc3k | 1874 | 710 |
| AAGTAACTGAGATA-1 | pbmc3k | 659 | 341 |
| AAGTAGGATACAGC-1 | pbmc3k | 1723 | 892 |
| AAGTATACCGAACT-1 | pbmc3k | 3251 | 933 |
| AAGTCCGACTTGTT-1 | pbmc3k | 1523 | 604 |
| AAGTCCGATAGAAG-1 | pbmc3k | 3368 | 1007 |
| AAGTCTCTAGTCGT-1 | pbmc3k | 3282 | 980 |
| AAGTCTCTCGGAGA-1 | pbmc3k | 1838 | 679 |
| AAGTGGCTTGGAGG-1 | pbmc3k | 1572 | 603 |
| AAGTTCCTCATTCT-1 | pbmc3k | 2334 | 862 |
| AAGTTCCTTCTTAC-1 | pbmc3k | 3264 | 1030 |
| AATAAGCTCGAATC-1 | pbmc3k | 2759 | 886 |
| AATAAGCTCGTTGA-1 | pbmc3k | 1604 | 601 |
| AATACCCTGGACGA-1 | pbmc3k | 1500 | 609 |
| AATACCCTGGCATT-1 | pbmc3k | 3309 | 1118 |
| AATACTGAAAGGGC-1 | pbmc3k | 1745 | 667 |
| AATACTGAATTGGC-1 | pbmc3k | 1815 | 793 |
| AATAGGGAACCCTC-1 | pbmc3k | 2874 | 960 |
| AATAGGGAGAATGA-1 | pbmc3k | 1861 | 753 |
| AATCAAACTATCGG-1 | pbmc3k | 1457 | 637 |
| AATCCGGAATGCTG-1 | pbmc3k | 2804 | 1031 |
| AATCCTACCGGTAT-1 | pbmc3k | 2440 | 776 |
| AATCCTTGACGGGA-1 | pbmc3k | 2533 | 860 |
| AATCCTTGGTGAGG-1 | pbmc3k | 1753 | 824 |
| AATCGGTGGAACTC-1 | pbmc3k | 1953 | 850 |
| AATCGGTGTGCTTT-1 | pbmc3k | 1894 | 743 |
| AATCTAGAAAAGTG-1 | pbmc3k | 2581 | 857 |
| AATCTAGAATCGGT-1 | pbmc3k | 3166 | 923 |
| AATCTCACAGCCTA-1 | pbmc3k | 3553 | 1228 |
| AATCTCACTCTAGG-1 | pbmc3k | 2147 | 804 |
| AATCTCTGAACAGA-1 | pbmc3k | 2183 | 715 |
| AATCTCTGCTTTAC-1 | pbmc3k | 1709 | 667 |
| AATGATACACCAAC-1 | pbmc3k | 1918 | 779 |
| AATGATACGGTCAT-1 | pbmc3k | 3092 | 1194 |
| AATGCGTGACACCA-1 | pbmc3k | 2866 | 888 |
| AATGCGTGGACGGA-1 | pbmc3k | 4432 | 1266 |
| AATGCGTGGCTATG-1 | pbmc3k | 2224 | 872 |
| AATGGAGAATCGTG-1 | pbmc3k | 2380 | 846 |
| AATGGAGATCCTTA-1 | pbmc3k | 1958 | 780 |
| AATGGCTGACACCA-1 | pbmc3k | 3037 | 958 |
| AATGGCTGCGTGAT-1 | pbmc3k | 2209 | 803 |
| AATGGCTGTAAAGG-1 | pbmc3k | 1286 | 554 |
| AATGGCTGTACTCT-1 | pbmc3k | 1207 | 603 |
| AATGGCTGTGAAGA-1 | pbmc3k | 2142 | 782 |
| AATGTAACGGTGGA-1 | pbmc3k | 3047 | 978 |
| AATGTAACGTTTGG-1 | pbmc3k | 1130 | 537 |
| AATGTCCTCTTCTA-1 | pbmc3k | 3321 | 909 |
| AATGTTGACAGTCA-1 | pbmc3k | 2738 | 935 |
| AATGTTGAGTTGAC-1 | pbmc3k | 2995 | 996 |
| AATGTTGATCTACT-1 | pbmc3k | 2672 | 960 |
| AATTACGAATTCCT-1 | pbmc3k | 4510 | 1313 |
| AATTACGACTTCTA-1 | pbmc3k | 2568 | 798 |
| AATTACGAGTAGCT-1 | pbmc3k | 2710 | 995 |
| AATTACGAGTGAGG-1 | pbmc3k | 3465 | 1110 |
| AATTACGATTGGCA-1 | pbmc3k | 1730 | 676 |
| AATTCCTGCTCAGA-1 | pbmc3k | 1799 | 774 |
| AATTGATGTCGCAA-1 | pbmc3k | 3970 | 1295 |
| AATTGTGACTTGGA-1 | pbmc3k | 1972 | 656 |
| ACAAAGGAGGGTGA-1 | pbmc3k | 2017 | 624 |
| ACAAATTGATTCTC-1 | pbmc3k | 4094 | 1313 |
| ACAAATTGCTCAGA-1 | pbmc3k | 954 | 466 |
| ACAAATTGTTGCGA-1 | pbmc3k | 2326 | 936 |
| ACAACCGAGGGATG-1 | pbmc3k | 2384 | 977 |
| ACAACCGAGTTACG-1 | pbmc3k | 2104 | 778 |
| ACAAGAGAAGTCGT-1 | pbmc3k | 4144 | 1310 |
| ACAAGAGACTTATC-1 | pbmc3k | 947 | 431 |
| ACAAGAGAGTTGAC-1 | pbmc3k | 1622 | 577 |
| ACAATCCTAACCGT-1 | pbmc3k | 2316 | 849 |
| ACAATCCTTAGCGT-1 | pbmc3k | 1845 | 734 |
| ACAATTGACTGACA-1 | pbmc3k | 2163 | 798 |
| ACAATTGATGACTG-1 | pbmc3k | 1869 | 890 |
| ACACAGACACCTGA-1 | pbmc3k | 551 | 299 |
| ACACAGACCATACG-1 | pbmc3k | 2021 | 857 |
| ACACCAGAGGGCAA-1 | pbmc3k | 1768 | 719 |
| ACACCCTGGTGTTG-1 | pbmc3k | 1806 | 820 |
| ACACGAACAGTTCG-1 | pbmc3k | 1523 | 680 |
| ACACGATGACGCAT-1 | pbmc3k | 2057 | 951 |
| ACACGATGATGTGC-1 | pbmc3k | 2314 | 889 |
| ACACGATGTCGTAG-1 | pbmc3k | 3651 | 1264 |
| ACACGATGTGGTCA-1 | pbmc3k | 2310 | 918 |
| ACAGACACGGCATT-1 | pbmc3k | 2137 | 797 |
| ACAGACACGTTGTG-1 | pbmc3k | 1981 | 830 |
| ACAGCAACACCTAG-1 | pbmc3k | 1046 | 496 |
| ACAGCAACCTCAAG-1 | pbmc3k | 4431 | 1472 |
| ACAGGTACCCCACT-1 | pbmc3k | 2727 | 846 |
| ACAGGTACGCTGTA-1 | pbmc3k | 2219 | 868 |
| ACAGGTACTGGTGT-1 | pbmc3k | 1885 | 1058 |
| ACAGTCGACCCAAA-1 | pbmc3k | 1008 | 488 |
| ACAGTCGACCGATA-1 | pbmc3k | 2068 | 895 |
| ACAGTGACTCACCC-1 | pbmc3k | 2161 | 831 |
| ACAGTGACTCTATC-1 | pbmc3k | 2131 | 864 |
| ACAGTGTGGTCACA-1 | pbmc3k | 963 | 418 |
| ACAGTGTGTTGCGA-1 | pbmc3k | 2273 | 855 |
| ACATCACTCTACTT-1 | pbmc3k | 2502 | 906 |
| ACATGGTGAAGCCT-1 | pbmc3k | 2165 | 791 |
| ACATGGTGCAACCA-1 | pbmc3k | 2147 | 756 |
| ACATGGTGCGAGTT-1 | pbmc3k | 2046 | 769 |
| ACATGGTGCGTTGA-1 | pbmc3k | 1560 | 688 |
| ACATTCTGGCATAC-1 | pbmc3k | 2848 | 955 |
| ACATTCTGGGAACG-1 | pbmc3k | 3715 | 1189 |
| ACCAACGACATGCA-1 | pbmc3k | 2114 | 679 |
| ACCACAGAAAGTAG-1 | pbmc3k | 1457 | 524 |
| ACCACAGAGTTGGT-1 | pbmc3k | 2856 | 904 |
| ACCACCTGTGTGCA-1 | pbmc3k | 1176 | 505 |
| ACCACGCTACAGCT-1 | pbmc3k | 2530 | 849 |
| ACCACGCTACCCAA-1 | pbmc3k | 1936 | 775 |
| ACCACGCTGCGAGA-1 | pbmc3k | 1979 | 793 |
| ACCACGCTGCTGTA-1 | pbmc3k | 2008 | 747 |
| ACCAGCCTGACAGG-1 | pbmc3k | 2569 | 951 |
| ACCAGTGAACGGTT-1 | pbmc3k | 1730 | 643 |
| ACCAGTGAATACCG-1 | pbmc3k | 3869 | 1275 |
| ACCAGTGAGGGATG-1 | pbmc3k | 2444 | 827 |
| ACCAGTGATGACTG-1 | pbmc3k | 1223 | 480 |
| ACCATTACCTTCTA-1 | pbmc3k | 3415 | 969 |
| ACCATTACGAGATA-1 | pbmc3k | 2709 | 1109 |
| ACCATTTGTCATTC-1 | pbmc3k | 1647 | 648 |
| ACCCAAGAACTGTG-1 | pbmc3k | 1704 | 805 |
| ACCCAAGAATTCCT-1 | pbmc3k | 3562 | 1222 |
| ACCCAAGAGGACAG-1 | pbmc3k | 2975 | 1022 |
| ACCCAAGATTCACT-1 | pbmc3k | 1973 | 666 |
| ACCCACTGCGCCTT-1 | pbmc3k | 986 | 489 |
| ACCCACTGGACAGG-1 | pbmc3k | 863 | 390 |
| ACCCACTGGTTCAG-1 | pbmc3k | 556 | 338 |
| ACCCACTGTCGTAG-1 | pbmc3k | 2872 | 1111 |
| ACCCAGCTCAGAAA-1 | pbmc3k | 2388 | 836 |
| ACCCAGCTGTTAGC-1 | pbmc3k | 5534 | 1546 |
| ACCCAGCTTGCTTT-1 | pbmc3k | 2495 | 840 |
| ACCCGTTGATGACC-1 | pbmc3k | 1508 | 581 |
| ACCCGTTGCTGCAA-1 | pbmc3k | 2157 | 747 |
| ACCCGTTGCTTCTA-1 | pbmc3k | 6083 | 1852 |
| ACCCTCGACCTATT-1 | pbmc3k | 1727 | 735 |
| ACCCTCGACGGTAT-1 | pbmc3k | 1244 | 487 |
| ACCCTCGATAAGGA-1 | pbmc3k | 2845 | 1014 |
| ACCCTCGATCAAGC-1 | pbmc3k | 1443 | 584 |
| ACCGTGCTACCAGT-1 | pbmc3k | 1936 | 795 |
| ACCGTGCTGGAACG-1 | pbmc3k | 1908 | 768 |
| ACCTATTGCTGAGT-1 | pbmc3k | 1190 | 490 |
| ACCTATTGTGCCCT-1 | pbmc3k | 4056 | 1303 |
| ACCTCCGAGTCCTC-1 | pbmc3k | 2425 | 894 |
| ACCTCCGATATGCG-1 | pbmc3k | 1789 | 686 |
| ACCTCCGATGCTGA-1 | pbmc3k | 1788 | 601 |
| ACCTCGTGAACCAC-1 | pbmc3k | 1968 | 771 |
| ACCTGAGATATCGG-1 | pbmc3k | 1523 | 703 |
| ACCTGGCTAAGTAG-1 | pbmc3k | 1869 | 891 |
| ACCTGGCTGTCTTT-1 | pbmc3k | 835 | 445 |
| ACCTTTGACTCCCA-1 | pbmc3k | 3055 | 1168 |
| ACCTTTGAGGAACG-1 | pbmc3k | 4144 | 1374 |
| ACCTTTGAGGAAGC-1 | pbmc3k | 3695 | 1188 |
| ACGAACACCTTGTT-1 | pbmc3k | 1734 | 890 |
| ACGAACTGGCTATG-1 | pbmc3k | 8875 | 2413 |
| ACGAAGCTCTCCAC-1 | pbmc3k | 795 | 354 |
| ACGAAGCTCTGAGT-1 | pbmc3k | 7062 | 1852 |
| ACGACCCTATCTCT-1 | pbmc3k | 4076 | 1316 |
| ACGACCCTGATGAA-1 | pbmc3k | 2011 | 700 |
| ACGACCCTTGACAC-1 | pbmc3k | 2793 | 823 |
| ACGACCCTTGACCA-1 | pbmc3k | 2314 | 736 |
| ACGAGGGACAGGAG-1 | pbmc3k | 7928 | 1991 |
| ACGAGGGACGAACT-1 | pbmc3k | 2758 | 888 |
| ACGAGGGATGTAGC-1 | pbmc3k | 3052 | 1033 |
| ACGAGTACCCTAAG-1 | pbmc3k | 1257 | 543 |
| ACGAGTACGAATCC-1 | pbmc3k | 3619 | 1186 |
| ACGATCGAGGACTT-1 | pbmc3k | 1604 | 656 |
| ACGATCGAGTCACA-1 | pbmc3k | 3065 | 1055 |
| ACGATGACAATGCC-1 | pbmc3k | 2245 | 818 |
| ACGATGACTGGTCA-1 | pbmc3k | 2632 | 977 |
| ACGATTCTACGGGA-1 | pbmc3k | 1606 | 632 |
| ACGCAATGGTTCAG-1 | pbmc3k | 1227 | 598 |
| ACGCACCTGTTAGC-1 | pbmc3k | 1687 | 690 |
| ACGCCACTGAACTC-1 | pbmc3k | 602 | 310 |
| ACGCCGGAAACCAC-1 | pbmc3k | 2243 | 803 |
| ACGCCGGAAAGCCT-1 | pbmc3k | 2143 | 741 |
| ACGCCGGAAATGCC-1 | pbmc3k | 1102 | 560 |
| ACGCCTTGCTCCCA-1 | pbmc3k | 2772 | 1071 |
| ACGCGGTGGCGAGA-1 | pbmc3k | 2432 | 844 |
| ACGCGGTGTGTGGT-1 | pbmc3k | 2603 | 881 |
| ACGCGGTGTTTGCT-1 | pbmc3k | 2144 | 840 |
| ACGCTCACAGTACC-1 | pbmc3k | 2367 | 815 |
| ACGCTCACCCTTGC-1 | pbmc3k | 2162 | 768 |
| ACGCTGCTGTTCTT-1 | pbmc3k | 1954 | 974 |
| ACGGAACTCAGATC-1 | pbmc3k | 2154 | 985 |
| ACGGAACTGTCGTA-1 | pbmc3k | 2151 | 818 |
| ACGGAGGACTCTTA-1 | pbmc3k | 2613 | 956 |
| ACGGATTGGGAGGT-1 | pbmc3k | 1654 | 639 |
| ACGGATTGGTTAGC-1 | pbmc3k | 3068 | 1012 |
| ACGGCTCTGAGCAG-1 | pbmc3k | 2388 | 926 |
| ACGGCTCTTGCACA-1 | pbmc3k | 2535 | 794 |
| ACGGTAACCGCTAA-1 | pbmc3k | 1865 | 751 |
| ACGGTAACCTTCGC-1 | pbmc3k | 1944 | 791 |
| ACGGTAACGGTGGA-1 | pbmc3k | 810 | 365 |
| ACGGTAACTCGCAA-1 | pbmc3k | 1213 | 539 |
| ACGGTATGAGTCGT-1 | pbmc3k | 1764 | 752 |
| ACGGTATGGGTATC-1 | pbmc3k | 2149 | 769 |
| ACGGTATGGTTGTG-1 | pbmc3k | 1946 | 649 |
| ACGGTCCTAACGGG-1 | pbmc3k | 2196 | 946 |
| ACGGTCCTCGGGAA-1 | pbmc3k | 2254 | 771 |
| ACGTAGACAACCAC-1 | pbmc3k | 2027 | 823 |
| ACGTAGACTACAGC-1 | pbmc3k | 1828 | 743 |
| ACGTCAGAAACGAA-1 | pbmc3k | 2166 | 836 |
| ACGTCAGAGAGCTT-1 | pbmc3k | 1909 | 721 |
| ACGTCAGAGGGATG-1 | pbmc3k | 1541 | 640 |
| ACGTCCTGATAAGG-1 | pbmc3k | 2627 | 923 |
| ACGTCCTGTGAACC-1 | pbmc3k | 3301 | 1172 |
| ACGTCGCTCCTGAA-1 | pbmc3k | 3924 | 1589 |
| ACGTCGCTCTATTC-1 | pbmc3k | 1584 | 698 |
| ACGTCGCTTCTCAT-1 | pbmc3k | 1600 | 616 |
| ACGTGATGCCATGA-1 | pbmc3k | 5437 | 1414 |
| ACGTGATGGGTCTA-1 | pbmc3k | 2633 | 815 |
| ACGTGATGTAACCG-1 | pbmc3k | 2974 | 1045 |
| ACGTGATGTGACAC-1 | pbmc3k | 2134 | 980 |
| ACGTGCCTCCGTAA-1 | pbmc3k | 2176 | 865 |
| ACGTGCCTTCTATC-1 | pbmc3k | 1080 | 526 |
| ACGTTACTTTCCAT-1 | pbmc3k | 1967 | 761 |
| ACGTTGGAAAAGCA-1 | pbmc3k | 2187 | 717 |
| ACGTTGGAAACCTG-1 | pbmc3k | 2217 | 860 |
| ACGTTGGACCGTAA-1 | pbmc3k | 1382 | 602 |
| ACGTTGGAGCCAAT-1 | pbmc3k | 1780 | 828 |
| ACGTTGGATATGGC-1 | pbmc3k | 1051 | 475 |
| ACGTTGGATCAGGT-1 | pbmc3k | 2799 | 1069 |
| ACGTTTACATCAGC-1 | pbmc3k | 2367 | 774 |
| ACTAAAACCCACAA-1 | pbmc3k | 1267 | 613 |
| ACTAAAACTCGACA-1 | pbmc3k | 2580 | 909 |
| ACTACGGAATTTCC-1 | pbmc3k | 2187 | 835 |
| ACTACGGACCTATT-1 | pbmc3k | 1804 | 669 |
| ACTACGGATCGCTC-1 | pbmc3k | 2471 | 942 |
| ACTACTACTAAGGA-1 | pbmc3k | 2339 | 792 |
| ACTAGGTGGAACCT-1 | pbmc3k | 1980 | 871 |
| ACTAGGTGGAACTC-1 | pbmc3k | 3528 | 1043 |
| ACTATCACCTTGGA-1 | pbmc3k | 2048 | 857 |
| ACTATCACTGCCAA-1 | pbmc3k | 2222 | 793 |
| ACTCAGGACTGAAC-1 | pbmc3k | 2159 | 821 |
| ACTCAGGATCTATC-1 | pbmc3k | 1869 | 750 |
| ACTCAGGATTCGTT-1 | pbmc3k | 1009 | 435 |
| ACTCCTCTCAACTG-1 | pbmc3k | 3266 | 1141 |
| ACTCGCACGAAAGT-1 | pbmc3k | 1822 | 779 |
| ACTCGCACTACGAC-1 | pbmc3k | 1872 | 718 |
| ACTCTCCTGACACT-1 | pbmc3k | 1236 | 470 |
| ACTCTCCTGCATAC-1 | pbmc3k | 5850 | 1739 |
| ACTCTCCTGTTTGG-1 | pbmc3k | 2751 | 888 |
| ACTGAGACAACCAC-1 | pbmc3k | 1942 | 839 |
| ACTGAGACCCATAG-1 | pbmc3k | 3632 | 1153 |
| ACTGAGACGTTGGT-1 | pbmc3k | 3989 | 1029 |
| ACTGCCACACACGT-1 | pbmc3k | 2120 | 912 |
| ACTGCCACTCCGTC-1 | pbmc3k | 1737 | 872 |
| ACTGGCCTTCAGTG-1 | pbmc3k | 1656 | 824 |
| ACTGTGGACGTGTA-1 | pbmc3k | 3183 | 1231 |
| ACTGTGGATCTAGG-1 | pbmc3k | 4410 | 1310 |
| ACTGTTACCCACAA-1 | pbmc3k | 1261 | 574 |
| ACTGTTACTGCAGT-1 | pbmc3k | 1658 | 605 |
| ACTTAAGAACCACA-1 | pbmc3k | 2296 | 716 |
| ACTTAAGACCACAA-1 | pbmc3k | 1626 | 662 |
| ACTTAAGATTACTC-1 | pbmc3k | 2821 | 1018 |
| ACTTAGCTGCGTAT-1 | pbmc3k | 3264 | 1213 |
| ACTTAGCTGGGAGT-1 | pbmc3k | 2501 | 927 |
| ACTTCAACAAGCAA-1 | pbmc3k | 5416 | 1777 |
| ACTTCAACGTAGGG-1 | pbmc3k | 1256 | 654 |
| ACTTCCCTTTCCGC-1 | pbmc3k | 2072 | 718 |
| ACTTCTGACATGCA-1 | pbmc3k | 1655 | 646 |
| ACTTGACTCCACAA-1 | pbmc3k | 1994 | 803 |
| ACTTGGGAGAAAGT-1 | pbmc3k | 3623 | 1119 |
| ACTTGGGAGGTTTG-1 | pbmc3k | 1644 | 749 |
| ACTTGGGATGTGAC-1 | pbmc3k | 791 | 389 |
| ACTTGGGATTGACG-1 | pbmc3k | 3108 | 1097 |
| ACTTGTACCCGAAT-1 | pbmc3k | 2500 | 910 |
| ACTTGTACCTGTCC-1 | pbmc3k | 1148 | 455 |
| ACTTTGTGCGATAC-1 | pbmc3k | 600 | 267 |
| ACTTTGTGGAAAGT-1 | pbmc3k | 2368 | 755 |
| ACTTTGTGGATAGA-1 | pbmc3k | 3143 | 1116 |
| AGAAACGAAAGTAG-1 | pbmc3k | 1428 | 569 |
| AGAAAGTGCGCAAT-1 | pbmc3k | 3021 | 867 |
| AGAAAGTGGGGATG-1 | pbmc3k | 1966 | 726 |
| AGAACAGAAATGCC-1 | pbmc3k | 1879 | 916 |
| AGAACAGACGACTA-1 | pbmc3k | 980 | 490 |
| AGAACAGAGACAAA-1 | pbmc3k | 3002 | 960 |
| AGAACGCTTTGCTT-1 | pbmc3k | 1762 | 624 |
| AGAAGATGTGACTG-1 | pbmc3k | 3602 | 1088 |
| AGAATGGAAGAAGT-1 | pbmc3k | 2051 | 771 |
| AGAATTTGTAACCG-1 | pbmc3k | 3257 | 966 |
| AGAATTTGTAGAGA-1 | pbmc3k | 1426 | 478 |
| AGACACACTGTAGC-1 | pbmc3k | 2227 | 808 |
| AGACACTGTCAAGC-1 | pbmc3k | 1939 | 720 |
| AGACCTGAAGTAGA-1 | pbmc3k | 2590 | 1011 |
| AGACCTGACCAACA-1 | pbmc3k | 2995 | 1007 |
| AGACCTGAGGAAGC-1 | pbmc3k | 2875 | 1075 |
| AGACGTACAGAGGC-1 | pbmc3k | 2190 | 805 |
| AGACGTACCCCTAC-1 | pbmc3k | 1516 | 671 |
| AGACGTACCTCTTA-1 | pbmc3k | 2884 | 948 |
| AGACGTACTCGTGA-1 | pbmc3k | 2242 | 862 |
| AGACTGACCATCAG-1 | pbmc3k | 1894 | 765 |
| AGACTGACCCTTTA-1 | pbmc3k | 2910 | 962 |
| AGACTTCTCATGCA-1 | pbmc3k | 1302 | 507 |
| AGAGATGACAGTCA-1 | pbmc3k | 1339 | 569 |
| AGAGATGACTGAAC-1 | pbmc3k | 1972 | 676 |
| AGAGATGAGGTTTG-1 | pbmc3k | 2058 | 766 |
| AGAGATGATCTCGC-1 | pbmc3k | 3369 | 1035 |
| AGAGATGATTGTGG-1 | pbmc3k | 2338 | 884 |
| AGAGCGGAGGCAAG-1 | pbmc3k | 5226 | 1422 |
| AGAGGTCTACAGCT-1 | pbmc3k | 10762 | 2798 |
| AGAGTCTGGTCGTA-1 | pbmc3k | 4469 | 1496 |
| AGAGTGCTCAGCTA-1 | pbmc3k | 1566 | 587 |
| AGAGTGCTCGAATC-1 | pbmc3k | 2529 | 876 |
| AGAGTGCTGTCATG-1 | pbmc3k | 3579 | 923 |
| AGAGTGCTGTCCTC-1 | pbmc3k | 1943 | 782 |
| AGAGTGCTGTGTTG-1 | pbmc3k | 1634 | 695 |
| AGATATACCCGTAA-1 | pbmc3k | 2258 | 1055 |
| AGATATACGATGAA-1 | pbmc3k | 2385 | 782 |
| AGATATACTGTTCT-1 | pbmc3k | 2358 | 867 |
| AGATATTGCCTACC-1 | pbmc3k | 2393 | 917 |
| AGATATTGGCCAAT-1 | pbmc3k | 4073 | 1248 |
| AGATCGTGTCTGGA-1 | pbmc3k | 2985 | 1020 |
| AGATCGTGTTTGTC-1 | pbmc3k | 1839 | 722 |
| AGATCTCTATCACG-1 | pbmc3k | 1498 | 642 |
| AGATTAACGTTCTT-1 | pbmc3k | 3874 | 1215 |
| AGATTCCTATCGTG-1 | pbmc3k | 2499 | 929 |
| AGATTCCTCACTTT-1 | pbmc3k | 2199 | 791 |
| AGATTCCTGACGAG-1 | pbmc3k | 2735 | 993 |
| AGATTCCTGTTCAG-1 | pbmc3k | 2315 | 1022 |
| AGCAAAGATATGCG-1 | pbmc3k | 2432 | 944 |
| AGCACAACAGTCTG-1 | pbmc3k | 1624 | 599 |
| AGCACTGAGGGAGT-1 | pbmc3k | 2620 | 880 |
| AGCACTGATATGCG-1 | pbmc3k | 2297 | 975 |
| AGCACTGATGCTTT-1 | pbmc3k | 5149 | 1605 |
| AGCACTGATTGCGA-1 | pbmc3k | 2156 | 756 |
| AGCATCGAAGATCC-1 | pbmc3k | 1726 | 772 |
| AGCATCGAAGGGTG-1 | pbmc3k | 2171 | 681 |
| AGCATCGAGCTTCC-1 | pbmc3k | 2581 | 992 |
| AGCATCGAGTGAGG-1 | pbmc3k | 2979 | 979 |
| AGCATCGATAACCG-1 | pbmc3k | 2780 | 1045 |
| AGCATGACGATGAA-1 | pbmc3k | 1869 | 705 |
| AGCCAATGGGGAGT-1 | pbmc3k | 1876 | 808 |
| AGCCAATGTATCTC-1 | pbmc3k | 2616 | 854 |
| AGCCACCTGGATCT-1 | pbmc3k | 1983 | 819 |
| AGCCGGTGCCAATG-1 | pbmc3k | 3728 | 1146 |
| AGCCGGTGTGTTTC-1 | pbmc3k | 2195 | 741 |
| AGCCGTCTCAATCG-1 | pbmc3k | 2919 | 914 |
| AGCCGTCTGAGAGC-1 | pbmc3k | 3003 | 967 |
| AGCCTCACGTTCGA-1 | pbmc3k | 2157 | 704 |
| AGCCTCACTGTCAG-1 | pbmc3k | 4811 | 1393 |
| AGCCTCTGCAGTTG-1 | pbmc3k | 1473 | 581 |
| AGCCTCTGCCAATG-1 | pbmc3k | 1677 | 807 |
| AGCGAACTGGATCT-1 | pbmc3k | 3137 | 919 |
| AGCGAACTTACTGG-1 | pbmc3k | 2115 | 803 |
| AGCGATACGGAGCA-1 | pbmc3k | 1588 | 540 |
| AGCGATTGAGATCC-1 | pbmc3k | 1918 | 887 |
| AGCGCCGAATCTCT-1 | pbmc3k | 1279 | 519 |
| AGCGCCGACAGAGG-1 | pbmc3k | 2676 | 1090 |
| AGCGCTCTACCTTT-1 | pbmc3k | 1767 | 762 |
| AGCGGCACCGGGAA-1 | pbmc3k | 2103 | 698 |
| AGCGGCTGATGTGC-1 | pbmc3k | 2266 | 749 |
| AGCGGGCTTGCCAA-1 | pbmc3k | 2243 | 770 |
| AGCGTAACATGCTG-1 | pbmc3k | 2423 | 898 |
| AGCGTAACTGAGAA-1 | pbmc3k | 3077 | 1097 |
| AGCTCGCTACTGGT-1 | pbmc3k | 2528 | 757 |
| AGCTCGCTCTGCTC-1 | pbmc3k | 2673 | 881 |
| AGCTGAACCATACG-1 | pbmc3k | 3215 | 1121 |
| AGCTGAACCTCTCG-1 | pbmc3k | 2319 | 808 |
| AGCTGCCTTGGGAG-1 | pbmc3k | 1037 | 445 |
| AGCTGCCTTTCATC-1 | pbmc3k | 5212 | 1703 |
| AGCTGCCTTTCTGT-1 | pbmc3k | 2278 | 786 |
| AGCTGTGATCCAAG-1 | pbmc3k | 1548 | 638 |
| AGCTTTACAAGTAG-1 | pbmc3k | 2258 | 816 |
| AGCTTTACACCAAC-1 | pbmc3k | 2112 | 888 |
| AGCTTTACTCTCAT-1 | pbmc3k | 2566 | 763 |
| AGGAAATGAGGAGC-1 | pbmc3k | 1879 | 805 |
| AGGAACCTCTTAGG-1 | pbmc3k | 3842 | 1321 |
| AGGAACCTTGCCTC-1 | pbmc3k | 2187 | 941 |
| AGGAATGATAACGC-1 | pbmc3k | 1975 | 807 |
| AGGAATGATTTGTC-1 | pbmc3k | 2644 | 977 |
| AGGAGTCTGGTTTG-1 | pbmc3k | 2506 | 886 |
| AGGAGTCTTGTCAG-1 | pbmc3k | 1977 | 725 |
| AGGATAGACATTTC-1 | pbmc3k | 4142 | 1187 |
| AGGATAGAGGATTC-1 | pbmc3k | 1962 | 825 |
| AGGATGCTACTAGC-1 | pbmc3k | 1803 | 659 |
| AGGATGCTTTAGGC-1 | pbmc3k | 1401 | 713 |
| AGGCAACTGAAGGC-1 | pbmc3k | 2696 | 814 |
| AGGCAGGAGTACCA-1 | pbmc3k | 2150 | 820 |
| AGGCCTCTAGTCGT-1 | pbmc3k | 2264 | 806 |
| AGGCCTCTCGGAGA-1 | pbmc3k | 2388 | 864 |
| AGGCCTCTCGTAAC-1 | pbmc3k | 1204 | 463 |
| AGGGACGACGTTGA-1 | pbmc3k | 1856 | 663 |
| AGGGACGAGTCAAC-1 | pbmc3k | 1955 | 929 |
| AGGGACGAGTTGTG-1 | pbmc3k | 2746 | 860 |
| AGGGACGATAGAGA-1 | pbmc3k | 1719 | 671 |
| AGGGACGATGCATG-1 | pbmc3k | 1783 | 803 |
| AGGGAGTGAGCCTA-1 | pbmc3k | 997 | 464 |
| AGGGCCACCATACG-1 | pbmc3k | 2047 | 788 |
| AGGGCGCTAACCAC-1 | pbmc3k | 3558 | 1068 |
| AGGGCGCTATGGTC-1 | pbmc3k | 1609 | 781 |
| AGGGTGGACAGTCA-1 | pbmc3k | 2229 | 843 |
| AGGGTGGACTCAAG-1 | pbmc3k | 2072 | 779 |
| AGGGTGGAGTTGCA-1 | pbmc3k | 2252 | 872 |
| AGGGTTTGTTCATC-1 | pbmc3k | 1794 | 706 |
| AGGTCATGAGTGTC-1 | pbmc3k | 925 | 492 |
| AGGTCATGCTTATC-1 | pbmc3k | 1586 | 667 |
| AGGTCTGATTCTCA-1 | pbmc3k | 2730 | 981 |
| AGGTGGGAAGAATG-1 | pbmc3k | 2033 | 749 |
| AGGTGGGAAGTTCG-1 | pbmc3k | 2473 | 788 |
| AGGTGTTGGTTACG-1 | pbmc3k | 2090 | 780 |
| AGGTTCGAACCTCC-1 | pbmc3k | 1346 | 561 |
| AGGTTCGAACGTAC-1 | pbmc3k | 1592 | 655 |
| AGGTTCGAGGGTGA-1 | pbmc3k | 1154 | 431 |
| AGTAAGGAGTTTGG-1 | pbmc3k | 1928 | 801 |
| AGTAAGGATTCTTG-1 | pbmc3k | 2893 | 944 |
| AGTAATACATCACG-1 | pbmc3k | 1831 | 769 |
| AGTAATACCGAACT-1 | pbmc3k | 1236 | 503 |
| AGTAATTGTCCCAC-1 | pbmc3k | 1892 | 766 |
| AGTACGTGAGGGTG-1 | pbmc3k | 2386 | 776 |
| AGTACGTGCTGCAA-1 | pbmc3k | 2998 | 967 |
| AGTACGTGCTTGGA-1 | pbmc3k | 3503 | 986 |
| AGTACTCTACGTGT-1 | pbmc3k | 1603 | 653 |
| AGTACTCTCAACCA-1 | pbmc3k | 1766 | 762 |
| AGTACTCTCGGTAT-1 | pbmc3k | 2063 | 882 |
| AGTAGGCTTGCCTC-1 | pbmc3k | 3555 | 1230 |
| AGTATAACTTGTCT-1 | pbmc3k | 4454 | 1498 |
| AGTATCCTAGAACA-1 | pbmc3k | 1824 | 625 |
| AGTCACGATGAGCT-1 | pbmc3k | 3717 | 1378 |
| AGTCAGACGAATAG-1 | pbmc3k | 3303 | 1168 |
| AGTCAGACGCTTAG-1 | pbmc3k | 1011 | 491 |
| AGTCAGACTAGAGA-1 | pbmc3k | 1992 | 831 |
| AGTCAGACTGCACA-1 | pbmc3k | 2820 | 924 |
| AGTCCAGATATCTC-1 | pbmc3k | 1746 | 581 |
| AGTCCAGATTTCAC-1 | pbmc3k | 2095 | 842 |
| AGTCGAACCAACCA-1 | pbmc3k | 1546 | 595 |
| AGTCGCCTCCGTAA-1 | pbmc3k | 2231 | 811 |
| AGTCTACTAGGGTG-1 | pbmc3k | 1190 | 540 |
| AGTCTACTTGCATG-1 | pbmc3k | 5201 | 1569 |
| AGTCTTACACCACA-1 | pbmc3k | 2421 | 754 |
| AGTCTTACTTCGCC-1 | pbmc3k | 2126 | 851 |
| AGTCTTACTTCGGA-1 | pbmc3k | 663 | 273 |
| AGTGACTGCAACTG-1 | pbmc3k | 4696 | 1412 |
| AGTGTTCTAACCTG-1 | pbmc3k | 2858 | 872 |
| AGTGTTCTATAAGG-1 | pbmc3k | 1308 | 558 |
| AGTGTTCTCACTTT-1 | pbmc3k | 2772 | 907 |
| AGTTAAACCACTTT-1 | pbmc3k | 3021 | 948 |
| AGTTATGAACAGTC-1 | pbmc3k | 3623 | 1174 |
| AGTTATGACTGAGT-1 | pbmc3k | 2087 | 946 |
| AGTTATGAGTTCAG-1 | pbmc3k | 2862 | 904 |
| AGTTCTACCAGCTA-1 | pbmc3k | 1632 | 737 |
| AGTTCTTGAAGCCT-1 | pbmc3k | 1278 | 603 |
| AGTTGTCTACTACG-1 | pbmc3k | 2877 | 841 |
| AGTTTAGATGGTCA-1 | pbmc3k | 1395 | 606 |
| AGTTTCACGGTCTA-1 | pbmc3k | 2519 | 1078 |
| AGTTTGCTACAGTC-1 | pbmc3k | 2090 | 666 |
| AGTTTGCTACTGGT-1 | pbmc3k | 1940 | 783 |
| AGTTTGCTCCAAGT-1 | pbmc3k | 2050 | 726 |
| ATAAACACAGTGCT-1 | pbmc3k | 2500 | 978 |
| ATAAACACCACCAA-1 | pbmc3k | 2917 | 940 |
| ATAACAACATGCTG-1 | pbmc3k | 2231 | 994 |
| ATAACAACGTCTAG-1 | pbmc3k | 1670 | 653 |
| ATAACAACTTTGTC-1 | pbmc3k | 3129 | 1010 |
| ATAACATGTACTCT-1 | pbmc3k | 2775 | 986 |
| ATAACCCTGTTGGT-1 | pbmc3k | 1638 | 591 |
| ATAACCCTTGGTAC-1 | pbmc3k | 2947 | 1039 |
| ATAAGTACGAATGA-1 | pbmc3k | 1560 | 623 |
| ATAAGTTGGTACGT-1 | pbmc3k | 1354 | 581 |
| ATAAGTTGTCTAGG-1 | pbmc3k | 2337 | 813 |
| ATAATCGAGCTGAT-1 | pbmc3k | 1385 | 569 |
| ATAATCGATGGTTG-1 | pbmc3k | 2348 | 775 |
| ATAATGACCTACTT-1 | pbmc3k | 2212 | 819 |
| ATAATGACTCGTGA-1 | pbmc3k | 1842 | 714 |
| ATACAATGTTAGGC-1 | pbmc3k | 2145 | 735 |
| ATACCACTCGTACA-1 | pbmc3k | 2893 | 953 |
| ATACCACTCTAAGC-1 | pbmc3k | 4132 | 1173 |
| ATACCACTGCCAAT-1 | pbmc3k | 1579 | 742 |
| ATACCGGAATGCTG-1 | pbmc3k | 6580 | 1859 |
| ATACCGGACATTTC-1 | pbmc3k | 2213 | 841 |
| ATACCGGACTTCGC-1 | pbmc3k | 2693 | 943 |
| ATACCGGAGGTGTT-1 | pbmc3k | 2129 | 783 |
| ATACCGGATCTCGC-1 | pbmc3k | 1748 | 638 |
| ATACCTACGCATCA-1 | pbmc3k | 2759 | 922 |
| ATACCTTGGGGCAA-1 | pbmc3k | 3676 | 934 |
| ATACGGACAGACTC-1 | pbmc3k | 877 | 431 |
| ATACGGACCTACTT-1 | pbmc3k | 1042 | 490 |
| ATACGGACGAGGTG-1 | pbmc3k | 1215 | 529 |
| ATACGGACTATGCG-1 | pbmc3k | 1472 | 522 |
| ATACGGACTCTGGA-1 | pbmc3k | 1468 | 618 |
| ATACGTCTTAACGC-1 | pbmc3k | 2010 | 748 |
| ATACTCTGCTTCGC-1 | pbmc3k | 4471 | 1331 |
| ATACTCTGGTATGC-1 | pbmc3k | 1618 | 833 |
| ATAGATACCATGGT-1 | pbmc3k | 2179 | 786 |
| ATAGATACGACGAG-1 | pbmc3k | 2122 | 701 |
| ATAGATTGGTGTAC-1 | pbmc3k | 2746 | 889 |
| ATAGCCGAACGGAG-1 | pbmc3k | 2094 | 692 |
| ATAGCGTGCAGATC-1 | pbmc3k | 2444 | 780 |
| ATAGCGTGCCCTTG-1 | pbmc3k | 2997 | 937 |
| ATAGCGTGGTATCG-1 | pbmc3k | 1068 | 470 |
| ATAGCGTGTCTCTA-1 | pbmc3k | 2272 | 838 |
| ATAGCTCTCTGATG-1 | pbmc3k | 1163 | 529 |
| ATAGCTCTGAGGTG-1 | pbmc3k | 1974 | 728 |
| ATAGGAGAAACAGA-1 | pbmc3k | 3553 | 1083 |
| ATAGGCTGTCAGAC-1 | pbmc3k | 2171 | 800 |
| ATAGTCCTAGTGTC-1 | pbmc3k | 2203 | 884 |
| ATAGTCCTTGCATG-1 | pbmc3k | 2055 | 815 |
| ATAGTCCTTGTCGA-1 | pbmc3k | 2658 | 852 |
| ATAGTTGACAACTG-1 | pbmc3k | 2182 | 744 |
| ATAGTTGACCCTCA-1 | pbmc3k | 4272 | 1317 |
| ATAGTTGAGACGTT-1 | pbmc3k | 2027 | 542 |
| ATAGTTGATAAGCC-1 | pbmc3k | 1870 | 696 |
| ATATACGAAGCCAT-1 | pbmc3k | 2505 | 872 |
| ATATACGAATTGGC-1 | pbmc3k | 3930 | 1150 |
| ATATAGTGGAATGA-1 | pbmc3k | 1061 | 466 |
| ATATGCCTAGATCC-1 | pbmc3k | 1910 | 725 |
| ATATGCCTGGACAG-1 | pbmc3k | 3508 | 1026 |
| ATATGCCTTCTCTA-1 | pbmc3k | 1090 | 479 |
| ATATGCCTTGGTAC-1 | pbmc3k | 2020 | 727 |
| ATCAAATGAGCCTA-1 | pbmc3k | 2561 | 925 |
| ATCAAATGGGTAAA-1 | pbmc3k | 4209 | 1280 |
| ATCAACCTAAACGA-1 | pbmc3k | 2638 | 907 |
| ATCAACCTGAGGAC-1 | pbmc3k | 2311 | 832 |
| ATCAACCTTCTCTA-1 | pbmc3k | 2504 | 1023 |
| ATCAACCTTTGTCT-1 | pbmc3k | 2571 | 837 |
| ATCACACTTTGTCT-1 | pbmc3k | 2559 | 899 |
| ATCACGGATTGCTT-1 | pbmc3k | 975 | 457 |
| ATCACGGATTTCGT-1 | pbmc3k | 1788 | 733 |
| ATCATCTGACACCA-1 | pbmc3k | 736 | 366 |
| ATCATGCTAGAGTA-1 | pbmc3k | 848 | 457 |
| ATCATGCTGAACCT-1 | pbmc3k | 3164 | 1029 |
| ATCCAGGACGCTAA-1 | pbmc3k | 3754 | 1277 |
| ATCCAGGATGGAAA-1 | pbmc3k | 2125 | 753 |
| ATCCATACTCCTTA-1 | pbmc3k | 1622 | 660 |
| ATCCATACTTCATC-1 | pbmc3k | 3914 | 1321 |
| ATCCCGTGCAGTCA-1 | pbmc3k | 1995 | 1002 |
| ATCCCGTGCATGCA-1 | pbmc3k | 775 | 358 |
| ATCCCGTGGCTGAT-1 | pbmc3k | 2155 | 770 |
| ATCCGCACGCATCA-1 | pbmc3k | 2341 | 813 |
| ATCCTAACGACGGA-1 | pbmc3k | 1776 | 634 |
| ATCCTAACGCTACA-1 | pbmc3k | 2062 | 922 |
| ATCGACGAAACTGC-1 | pbmc3k | 3305 | 1181 |
| ATCGACGAATGACC-1 | pbmc3k | 2867 | 901 |
| ATCGAGTGGACGTT-1 | pbmc3k | 1972 | 815 |
| ATCGCAGAATCTCT-1 | pbmc3k | 4337 | 1418 |
| ATCGCAGAGTGTCA-1 | pbmc3k | 2108 | 770 |
| ATCGCCACTGAGGG-1 | pbmc3k | 1687 | 706 |
| ATCGCCTGGGTCAT-1 | pbmc3k | 2874 | 952 |
| ATCGCCTGTGGCAT-1 | pbmc3k | 756 | 348 |
| ATCGCGCTCAGAGG-1 | pbmc3k | 1841 | 715 |
| ATCGCGCTGGGATG-1 | pbmc3k | 2731 | 869 |
| ATCGCGCTTTTCGT-1 | pbmc3k | 1779 | 715 |
| ATCGGAACCAGTCA-1 | pbmc3k | 1199 | 550 |
| ATCGGTGAGTCAAC-1 | pbmc3k | 1885 | 689 |
| ATCGGTGATTGCAG-1 | pbmc3k | 2901 | 947 |
| ATCGTTTGCCTACC-1 | pbmc3k | 3402 | 1155 |
| ATCGTTTGGGTACT-1 | pbmc3k | 1764 | 689 |
| ATCGTTTGTGCCAA-1 | pbmc3k | 737 | 383 |
| ATCTACACCCGCTT-1 | pbmc3k | 753 | 373 |
| ATCTACACCGGGAA-1 | pbmc3k | 2450 | 878 |
| ATCTCAACAGGAGC-1 | pbmc3k | 1914 | 696 |
| ATCTCAACCTCGAA-1 | pbmc3k | 609 | 246 |
| ATCTCAACCTTGTT-1 | pbmc3k | 2135 | 830 |
| ATCTGGGAAACCAC-1 | pbmc3k | 2418 | 1004 |
| ATCTGGGAAGTGTC-1 | pbmc3k | 3474 | 1178 |
| ATCTGGGATTCCGC-1 | pbmc3k | 2770 | 973 |
| ATCTGTTGAACGGG-1 | pbmc3k | 2309 | 855 |
| ATCTGTTGACCTCC-1 | pbmc3k | 2711 | 976 |
| ATCTGTTGCCTTCG-1 | pbmc3k | 5197 | 1550 |
| ATCTGTTGGTTGCA-1 | pbmc3k | 2910 | 964 |
| ATCTTGACACCAAC-1 | pbmc3k | 2702 | 907 |
| ATCTTGACCTCCCA-1 | pbmc3k | 1399 | 565 |
| ATCTTTCTGCATCA-1 | pbmc3k | 875 | 415 |
| ATCTTTCTGTTTCT-1 | pbmc3k | 2364 | 905 |
| ATCTTTCTTGTCCC-1 | pbmc3k | 1911 | 923 |
| ATGAAACTCTGTGA-1 | pbmc3k | 3205 | 966 |
| ATGAAACTGAGGCA-1 | pbmc3k | 1972 | 657 |
| ATGAAGGAACAGCT-1 | pbmc3k | 1474 | 724 |
| ATGAAGGACCTGTC-1 | pbmc3k | 2047 | 743 |
| ATGAAGGACCTTAT-1 | pbmc3k | 859 | 381 |
| ATGAAGGACTAGTG-1 | pbmc3k | 712 | 384 |
| ATGAAGGACTTGCC-1 | pbmc3k | 1799 | 904 |
| ATGACGTGACGACT-1 | pbmc3k | 1881 | 645 |
| ATGACGTGATCGGT-1 | pbmc3k | 3623 | 1167 |
| ATGAGAGAAAGTGA-1 | pbmc3k | 2879 | 935 |
| ATGAGAGAACGCAT-1 | pbmc3k | 2348 | 722 |
| ATGAGAGAAGTAGA-1 | pbmc3k | 1575 | 618 |
| ATGAGCACACAGCT-1 | pbmc3k | 3383 | 1034 |
| ATGAGCACATCTTC-1 | pbmc3k | 2598 | 852 |
| ATGATAACTTCACT-1 | pbmc3k | 1522 | 807 |
| ATGATATGAAACAG-1 | pbmc3k | 4921 | 1399 |
| ATGATATGACTGGT-1 | pbmc3k | 2341 | 760 |
| ATGATATGAGCACT-1 | pbmc3k | 2188 | 740 |
| ATGATATGGTCATG-1 | pbmc3k | 1768 | 687 |
| ATGATATGGTGCTA-1 | pbmc3k | 1974 | 929 |
| ATGATATGTTGTCT-1 | pbmc3k | 2991 | 1095 |
| ATGCACGAATGTCG-1 | pbmc3k | 1380 | 600 |
| ATGCACGACTGTAG-1 | pbmc3k | 1477 | 650 |
| ATGCACGAGAACCT-1 | pbmc3k | 2622 | 893 |
| ATGCACGAGTTCGA-1 | pbmc3k | 1919 | 681 |
| ATGCACGATTGGTG-1 | pbmc3k | 4854 | 1551 |
| ATGCAGTGTTACCT-1 | pbmc3k | 1395 | 603 |
| ATGCAGTGTTCTAC-1 | pbmc3k | 2330 | 820 |
| ATGCCAGAACGACT-1 | pbmc3k | 2167 | 803 |
| ATGCCAGACAGTCA-1 | pbmc3k | 1323 | 646 |
| ATGCCGCTTGAACC-1 | pbmc3k | 2460 | 914 |
| ATGCGATGCTATGG-1 | pbmc3k | 2996 | 940 |
| ATGCGATGCTGAGT-1 | pbmc3k | 2539 | 846 |
| ATGCGATGGTTACG-1 | pbmc3k | 2229 | 794 |
| ATGCGCCTTCATTC-1 | pbmc3k | 2542 | 769 |
| ATGCTTTGCGAATC-1 | pbmc3k | 2481 | 948 |
| ATGCTTTGGGCGAA-1 | pbmc3k | 1082 | 515 |
| ATGCTTTGTAGTCG-1 | pbmc3k | 1680 | 662 |
| ATGGACACATCGGT-1 | pbmc3k | 3092 | 999 |
| ATGGACACGCATCA-1 | pbmc3k | 1025 | 637 |
| ATGGGTACAACCTG-1 | pbmc3k | 1346 | 617 |
| ATGGGTACATCGGT-1 | pbmc3k | 1873 | 907 |
| ATGGGTACTATTCC-1 | pbmc3k | 2243 | 960 |
| ATGGGTACTGGGAG-1 | pbmc3k | 2458 | 812 |
| ATGTAAACACCTCC-1 | pbmc3k | 2155 | 791 |
| ATGTAAACCCGCTT-1 | pbmc3k | 2956 | 1040 |
| ATGTAAACGGGATG-1 | pbmc3k | 3960 | 1342 |
| ATGTAAACTCTCCG-1 | pbmc3k | 4766 | 1323 |
| ATGTAAACTTCACT-1 | pbmc3k | 2704 | 978 |
| ATGTACCTCAGTCA-1 | pbmc3k | 2075 | 672 |
| ATGTACCTTAGTCG-1 | pbmc3k | 2213 | 936 |
| ATGTACCTTTATCC-1 | pbmc3k | 1535 | 630 |
| ATGTACCTTTCACT-1 | pbmc3k | 2520 | 1023 |
| ATGTCACTAATGCC-1 | pbmc3k | 3557 | 1134 |
| ATGTCACTCTGCTC-1 | pbmc3k | 1015 | 498 |
| ATGTCGGAGGTGAG-1 | pbmc3k | 2364 | 948 |
| ATGTTCACAGTCTG-1 | pbmc3k | 1917 | 800 |
| ATGTTCACCGTAGT-1 | pbmc3k | 2456 | 847 |
| ATGTTGCTTTCAGG-1 | pbmc3k | 2014 | 739 |
| ATTAACGATGAGAA-1 | pbmc3k | 1291 | 604 |
| ATTAACGATGCAAC-1 | pbmc3k | 2025 | 863 |
| ATTAAGACTGCAGT-1 | pbmc3k | 3364 | 1074 |
| ATTACCTGCCTTAT-1 | pbmc3k | 3534 | 1104 |
| ATTACCTGGAGGAC-1 | pbmc3k | 3447 | 1109 |
| ATTACCTGGGCATT-1 | pbmc3k | 897 | 455 |
| ATTAGATGTTTCAC-1 | pbmc3k | 2060 | 623 |
| ATTATGGAATCTCT-1 | pbmc3k | 2732 | 1006 |
| ATTCAAGAACGGGA-1 | pbmc3k | 3044 | 907 |
| ATTCAAGACCTTTA-1 | pbmc3k | 1973 | 814 |
| ATTCAGCTCATTGG-1 | pbmc3k | 916 | 345 |
| ATTCCAACCATTGG-1 | pbmc3k | 2894 | 1061 |
| ATTCCAACTTAGGC-1 | pbmc3k | 1895 | 800 |
| ATTCGACTCACTAG-1 | pbmc3k | 1771 | 749 |
| ATTCGACTGAATAG-1 | pbmc3k | 2063 | 778 |
| ATTCGACTTTTGTC-1 | pbmc3k | 2614 | 1024 |
| ATTCGGGAAAGGCG-1 | pbmc3k | 2999 | 1032 |
| ATTCGGGATTAGGC-1 | pbmc3k | 3250 | 1038 |
| ATTCTTCTGATACC-1 | pbmc3k | 1721 | 653 |
| ATTGAATGGACGGA-1 | pbmc3k | 1529 | 630 |
| ATTGATGAAGGTTC-1 | pbmc3k | 2344 | 755 |
| ATTGATGACTGAGT-1 | pbmc3k | 2789 | 850 |
| ATTGATGAGCGAAG-1 | pbmc3k | 2290 | 850 |
| ATTGATGATCTATC-1 | pbmc3k | 2246 | 796 |
| ATTGCACTGACGGA-1 | pbmc3k | 3061 | 860 |
| ATTGCACTGAGAGC-1 | pbmc3k | 2965 | 1078 |
| ATTGCACTGGAGCA-1 | pbmc3k | 1621 | 690 |
| ATTGCACTTAGCCA-1 | pbmc3k | 2391 | 862 |
| ATTGCACTTGCTTT-1 | pbmc3k | 4888 | 1519 |
| ATTGCTTGTTACTC-1 | pbmc3k | 2437 | 836 |
| ATTGGTCTGACTAC-1 | pbmc3k | 2507 | 966 |
| ATTGGTCTTGTCTT-1 | pbmc3k | 752 | 389 |
| ATTGTAGATTCCCG-1 | pbmc3k | 5496 | 1647 |
| ATTGTAGATTGCAG-1 | pbmc3k | 2589 | 808 |
| ATTGTCTGCGTACA-1 | pbmc3k | 2317 | 885 |
| ATTTAGGAACCATG-1 | pbmc3k | 5677 | 1662 |
| ATTTAGGACAGAGG-1 | pbmc3k | 2433 | 918 |
| ATTTCCGAGATGAA-1 | pbmc3k | 2447 | 853 |
| ATTTCCGAGTGCTA-1 | pbmc3k | 1907 | 806 |
| ATTTCGTGTATGGC-1 | pbmc3k | 2244 | 859 |
| ATTTCTCTACTTTC-1 | pbmc3k | 4148 | 1273 |
| ATTTCTCTAGCAAA-1 | pbmc3k | 2439 | 985 |
| ATTTCTCTCACTTT-1 | pbmc3k | 3223 | 1079 |
| ATTTCTCTTCCCAC-1 | pbmc3k | 1973 | 677 |
| ATTTGCACAAGATG-1 | pbmc3k | 1525 | 626 |
| CAAAGCACAGCTCA-1 | pbmc3k | 2392 | 830 |
| CAAAGCACCGTAAC-1 | pbmc3k | 2344 | 826 |
| CAAAGCACGGTAAA-1 | pbmc3k | 2136 | 1007 |
| CAAAGCTGAAAGTG-1 | pbmc3k | 1234 | 547 |
| CAAAGCTGTTGCTT-1 | pbmc3k | 2484 | 891 |
| CAAATATGTGACAC-1 | pbmc3k | 2407 | 722 |
| CAAATTGAGGGCAA-1 | pbmc3k | 1988 | 656 |
| CAAATTGATGGAGG-1 | pbmc3k | 845 | 414 |
| CAACCAGAAAAGTG-1 | pbmc3k | 2234 | 770 |
| CAACCAGAAGTGCT-1 | pbmc3k | 4328 | 1262 |
| CAACCAGAGTTCAG-1 | pbmc3k | 3776 | 1218 |
| CAACCAGATAGAAG-1 | pbmc3k | 738 | 364 |
| CAACCGCTGTTCAG-1 | pbmc3k | 1990 | 660 |
| CAACCGCTTTGAGC-1 | pbmc3k | 2299 | 805 |
| CAACGATGCGCAAT-1 | pbmc3k | 4517 | 1407 |
| CAACGTGACTCCAC-1 | pbmc3k | 2996 | 1091 |
| CAACGTGAGCCATA-1 | pbmc3k | 1667 | 779 |
| CAACGTGATCAAGC-1 | pbmc3k | 2365 | 898 |
| CAAGAAGACCACAA-1 | pbmc3k | 2019 | 828 |
| CAAGAAGACGTCTC-1 | pbmc3k | 3487 | 1241 |
| CAAGAAGATTCTAC-1 | pbmc3k | 2798 | 862 |
| CAAGACTGACCTGA-1 | pbmc3k | 1669 | 576 |
| CAAGACTGAGTAGA-1 | pbmc3k | 2611 | 900 |
| CAAGCTGACCATAG-1 | pbmc3k | 3771 | 1272 |
| CAAGCTGATCTATC-1 | pbmc3k | 1959 | 851 |
| CAAGGACTGTTCAG-1 | pbmc3k | 3129 | 1002 |
| CAAGGACTTCTTTG-1 | pbmc3k | 1688 | 719 |
| CAAGGTTGCTCCAC-1 | pbmc3k | 1893 | 760 |
| CAAGGTTGTCATTC-1 | pbmc3k | 1864 | 679 |
| CAAGGTTGTCTGGA-1 | pbmc3k | 2040 | 957 |
| CAAGTCGAAACAGA-1 | pbmc3k | 2294 | 831 |
| CAAGTCGATAGCGT-1 | pbmc3k | 1723 | 723 |
| CAATAAACGCCATA-1 | pbmc3k | 829 | 354 |
| CAATAATGAACTGC-1 | pbmc3k | 2252 | 760 |
| CAATATGACATGGT-1 | pbmc3k | 2766 | 910 |
| CAATATGACCTTCG-1 | pbmc3k | 1878 | 749 |
| CAATATGACGTTAG-1 | pbmc3k | 1690 | 625 |
| CAATATGAGGAGCA-1 | pbmc3k | 3036 | 869 |
| CAATCGGAGAAACA-1 | pbmc3k | 2629 | 794 |
| CAATCTACTGACTG-1 | pbmc3k | 2744 | 1078 |
| CAATTCACCCAACA-1 | pbmc3k | 1845 | 736 |
| CAATTCACGATAGA-1 | pbmc3k | 2478 | 834 |
| CAATTCACTTGTGG-1 | pbmc3k | 1032 | 402 |
| CAATTCTGCTTGTT-1 | pbmc3k | 3340 | 1200 |
| CAATTCTGGCGTAT-1 | pbmc3k | 1684 | 699 |
| CACAACGATACGAC-1 | pbmc3k | 2403 | 753 |
| CACAATCTTGTTCT-1 | pbmc3k | 1546 | 696 |
| CACAATCTTTCCAT-1 | pbmc3k | 3851 | 1227 |
| CACACCTGCTTGAG-1 | pbmc3k | 1594 | 637 |
| CACACCTGTATGGC-1 | pbmc3k | 1875 | 666 |
| CACAGAACCCTTGC-1 | pbmc3k | 2017 | 844 |
| CACAGAACCTGATG-1 | pbmc3k | 2837 | 1035 |
| CACAGATGGGATTC-1 | pbmc3k | 3229 | 1026 |
| CACAGATGGTTTCT-1 | pbmc3k | 2088 | 829 |
| CACAGCCTGATACC-1 | pbmc3k | 2829 | 997 |
| CACAGCCTTGCCAA-1 | pbmc3k | 2292 | 940 |
| CACAGCCTTGTAGC-1 | pbmc3k | 2553 | 889 |
| CACAGTGATGAAGA-1 | pbmc3k | 3015 | 1006 |
| CACATACTACAGCT-1 | pbmc3k | 1852 | 710 |
| CACATGGAACACGT-1 | pbmc3k | 2961 | 989 |
| CACATGGAAGTCGT-1 | pbmc3k | 2450 | 722 |
| CACCACTGCCAACA-1 | pbmc3k | 2259 | 745 |
| CACCACTGGCGAAG-1 | pbmc3k | 2217 | 917 |
| CACCCATGTTCTGT-1 | pbmc3k | 561 | 333 |
| CACCGGGAATCGAC-1 | pbmc3k | 2879 | 1042 |
| CACCGGGACGAGAG-1 | pbmc3k | 2587 | 894 |
| CACCGGGACGTGTA-1 | pbmc3k | 3096 | 873 |
| CACCGGGACTTCTA-1 | pbmc3k | 4295 | 1610 |
| CACCGGGACTTGCC-1 | pbmc3k | 1792 | 724 |
| CACCGGGATTCGGA-1 | pbmc3k | 2328 | 928 |
| CACCGTACTAAGGA-1 | pbmc3k | 1656 | 600 |
| CACCGTACTAGCGT-1 | pbmc3k | 2714 | 861 |
| CACCTGACACCCAA-1 | pbmc3k | 2229 | 908 |
| CACCTGACCAGAAA-1 | pbmc3k | 1694 | 657 |
| CACCTGACCTCAAG-1 | pbmc3k | 1929 | 775 |
| CACCTGACGAAAGT-1 | pbmc3k | 1806 | 723 |
| CACCTGACTCGTAG-1 | pbmc3k | 2118 | 753 |
| CACGAAACTTCCGC-1 | pbmc3k | 2110 | 740 |
| CACGACCTCGATAC-1 | pbmc3k | 1766 | 690 |
| CACGCTACAGAAGT-1 | pbmc3k | 683 | 378 |
| CACGCTACTGTTCT-1 | pbmc3k | 1447 | 607 |
| CACGCTACTTGACG-1 | pbmc3k | 1128 | 475 |
| CACGGGACAGAGTA-1 | pbmc3k | 2966 | 924 |
| CACGGGACATAAGG-1 | pbmc3k | 2340 | 777 |
| CACGGGACGTAGGG-1 | pbmc3k | 2651 | 967 |
| CACGGGTGCTTCGC-1 | pbmc3k | 1789 | 826 |
| CACGGGTGGAGGAC-1 | pbmc3k | 1595 | 709 |
| CACGGGTGTGTTTC-1 | pbmc3k | 897 | 385 |
| CACTAACTCCTAAG-1 | pbmc3k | 1604 | 689 |
| CACTAACTGAAAGT-1 | pbmc3k | 2278 | 767 |
| CACTAGGATGATGC-1 | pbmc3k | 1219 | 554 |
| CACTATACCCCGTT-1 | pbmc3k | 2567 | 889 |
| CACTATACGTTTGG-1 | pbmc3k | 1839 | 760 |
| CACTGAGACAGTCA-1 | pbmc3k | 726 | 366 |
| CACTGCACTTCATC-1 | pbmc3k | 1915 | 729 |
| CACTGCTGAGACTC-1 | pbmc3k | 3138 | 1102 |
| CACTGCTGGAAAGT-1 | pbmc3k | 3107 | 943 |
| CACTTAACCGAATC-1 | pbmc3k | 2252 | 831 |
| CACTTAACCGTACA-1 | pbmc3k | 1521 | 674 |
| CACTTTGACTCTAT-1 | pbmc3k | 1551 | 651 |
| CACTTTGAGCTGTA-1 | pbmc3k | 802 | 418 |
| CAGAAGCTCTCAAG-1 | pbmc3k | 2252 | 723 |
| CAGACATGAACGGG-1 | pbmc3k | 2327 | 745 |
| CAGACATGTCGACA-1 | pbmc3k | 2517 | 870 |
| CAGACCCTAAGGTA-1 | pbmc3k | 4164 | 1334 |
| CAGACCCTAATGCC-1 | pbmc3k | 2291 | 862 |
| CAGACCCTAGGAGC-1 | pbmc3k | 2716 | 934 |
| CAGACTGAGTATGC-1 | pbmc3k | 2711 | 843 |
| CAGATCGAATGTCG-1 | pbmc3k | 2191 | 720 |
| CAGATCGACCTGAA-1 | pbmc3k | 920 | 431 |
| CAGATCGATATGGC-1 | pbmc3k | 2546 | 782 |
| CAGATGACATTCTC-1 | pbmc3k | 2045 | 1004 |
| CAGCAATGCCTTCG-1 | pbmc3k | 2563 | 833 |
| CAGCAATGGAGGGT-1 | pbmc3k | 1696 | 838 |
| CAGCAATGGTGCTA-1 | pbmc3k | 2288 | 838 |
| CAGCAATGTCTACT-1 | pbmc3k | 2372 | 817 |
| CAGCAATGTGACCA-1 | pbmc3k | 1910 | 698 |
| CAGCAATGTGAGGG-1 | pbmc3k | 1075 | 486 |
| CAGCACCTAAGCCT-1 | pbmc3k | 1806 | 663 |
| CAGCACCTAGGCGA-1 | pbmc3k | 1447 | 576 |
| CAGCACCTGTAGGG-1 | pbmc3k | 3870 | 1289 |
| CAGCATGACAACCA-1 | pbmc3k | 3217 | 1101 |
| CAGCATGAGACGTT-1 | pbmc3k | 2155 | 824 |
| CAGCCTACCCAACA-1 | pbmc3k | 2801 | 879 |
| CAGCCTTGCTACCC-1 | pbmc3k | 1841 | 737 |
| CAGCCTTGGGGACA-1 | pbmc3k | 2658 | 900 |
| CAGCGGACACCCTC-1 | pbmc3k | 1884 | 685 |
| CAGCGGACCTTTAC-1 | pbmc3k | 2125 | 870 |
| CAGCGTCTAAAGCA-1 | pbmc3k | 2928 | 886 |
| CAGCGTCTTATCGG-1 | pbmc3k | 2531 | 872 |
| CAGCTAGATGTGAC-1 | pbmc3k | 1260 | 557 |
| CAGCTCTGAGGCGA-1 | pbmc3k | 1959 | 766 |
| CAGCTCTGCAAGCT-1 | pbmc3k | 1570 | 710 |
| CAGCTCTGTCGTAG-1 | pbmc3k | 3301 | 1134 |
| CAGCTCTGTGTGGT-1 | pbmc3k | 2163 | 1047 |
| CAGGAACTAACTGC-1 | pbmc3k | 2077 | 805 |
| CAGGAACTCTCAGA-1 | pbmc3k | 1752 | 724 |
| CAGGCCGAACACCA-1 | pbmc3k | 2693 | 972 |
| CAGGCCGAACACGT-1 | pbmc3k | 3917 | 1201 |
| CAGGCCGAACGACT-1 | pbmc3k | 1193 | 574 |
| CAGGCCGAATCTCT-1 | pbmc3k | 2443 | 837 |
| CAGGCCGACTAGCA-1 | pbmc3k | 2344 | 863 |
| CAGGGCACCATACG-1 | pbmc3k | 1317 | 545 |
| CAGGGCACCCAACA-1 | pbmc3k | 2240 | 810 |
| CAGGGCACTCCCGT-1 | pbmc3k | 2293 | 884 |
| CAGGTAACAGACTC-1 | pbmc3k | 2471 | 885 |
| CAGGTATGAGTCGT-1 | pbmc3k | 2131 | 787 |
| CAGGTATGTGCTTT-1 | pbmc3k | 2709 | 1025 |
| CAGGTTGAGGATCT-1 | pbmc3k | 8011 | 1996 |
| CAGTGATGGACGGA-1 | pbmc3k | 1529 | 643 |
| CAGTGATGGCTAAC-1 | pbmc3k | 1549 | 763 |
| CAGTGATGGGACAG-1 | pbmc3k | 3338 | 968 |
| CAGTGATGTAAGGA-1 | pbmc3k | 2269 | 800 |
| CAGTGATGTACGCA-1 | pbmc3k | 1013 | 357 |
| CAGTGTGAACACGT-1 | pbmc3k | 546 | 305 |
| CAGTGTGATGTCAG-1 | pbmc3k | 2049 | 623 |
| CAGTTACTAAGGTA-1 | pbmc3k | 2855 | 992 |
| CAGTTACTGATAGA-1 | pbmc3k | 2189 | 797 |
| CAGTTGGAAAGAGT-1 | pbmc3k | 3686 | 1165 |
| CAGTTGGACATACG-1 | pbmc3k | 2442 | 830 |
| CAGTTTACACACGT-1 | pbmc3k | 5343 | 1868 |
| CAGTTTACCCCAAA-1 | pbmc3k | 1940 | 616 |
| CATAAAACGGAGCA-1 | pbmc3k | 2351 | 822 |
| CATAAATGAACTGC-1 | pbmc3k | 2063 | 647 |
| CATAACCTTCTCCG-1 | pbmc3k | 3061 | 999 |
| CATACTACCTCGAA-1 | pbmc3k | 1776 | 616 |
| CATACTACCTGAAC-1 | pbmc3k | 2430 | 733 |
| CATACTACGTACCA-1 | pbmc3k | 1618 | 618 |
| CATACTTGGGTTAC-1 | pbmc3k | 7167 | 1934 |
| CATAGTCTAATCGC-1 | pbmc3k | 2908 | 856 |
| CATAGTCTCACTTT-1 | pbmc3k | 2710 | 942 |
| CATATAGACTAAGC-1 | pbmc3k | 2925 | 1028 |
| CATATAGATCAGGT-1 | pbmc3k | 1871 | 723 |
| CATCAACTAGAAGT-1 | pbmc3k | 3377 | 983 |
| CATCAACTCCCTCA-1 | pbmc3k | 3672 | 993 |
| CATCAGGACTTCCG-1 | pbmc3k | 1527 | 770 |
| CATCAGGATAGCCA-1 | pbmc3k | 1500 | 737 |
| CATCAGGATCCTAT-1 | pbmc3k | 5281 | 1582 |
| CATCAGGATGCACA-1 | pbmc3k | 3138 | 1112 |
| CATCAGGATTTCGT-1 | pbmc3k | 1400 | 614 |
| CATCATACCGCATA-1 | pbmc3k | 3300 | 1144 |
| CATCATACGGAGCA-1 | pbmc3k | 1486 | 615 |
| CATCATACTCAAGC-1 | pbmc3k | 2455 | 847 |
| CATCGCTGGGATCT-1 | pbmc3k | 2801 | 983 |
| CATCGCTGTGGCAT-1 | pbmc3k | 1961 | 676 |
| CATCGGCTATGCTG-1 | pbmc3k | 3314 | 970 |
| CATCGGCTTTGGCA-1 | pbmc3k | 2499 | 789 |
| CATCTCCTATGTGC-1 | pbmc3k | 2009 | 827 |
| CATCTCCTCGAACT-1 | pbmc3k | 1857 | 803 |
| CATGAGACACGGGA-1 | pbmc3k | 747 | 394 |
| CATGAGACGTTGAC-1 | pbmc3k | 1758 | 841 |
| CATGAGACTCGCCT-1 | pbmc3k | 1155 | 493 |
| CATGCCACGGGTGA-1 | pbmc3k | 2420 | 740 |
| CATGCCACTGCCAA-1 | pbmc3k | 2396 | 941 |
| CATGCGCTAGTCAC-1 | pbmc3k | 5344 | 1659 |
| CATGCGCTCAGATC-1 | pbmc3k | 2055 | 741 |
| CATGCGCTTTGCAG-1 | pbmc3k | 4790 | 1515 |
| CATGGCCTAGGGTG-1 | pbmc3k | 1346 | 558 |
| CATGGCCTGTGCAT-1 | pbmc3k | 2836 | 934 |
| CATGTACTATCGTG-1 | pbmc3k | 1617 | 738 |
| CATGTTACAGTCGT-1 | pbmc3k | 2186 | 779 |
| CATGTTACCTGAGT-1 | pbmc3k | 2258 | 818 |
| CATGTTTGGGGATG-1 | pbmc3k | 2193 | 813 |
| CATTACACACGGAG-1 | pbmc3k | 1480 | 578 |
| CATTACACCAACTG-1 | pbmc3k | 2357 | 1019 |
| CATTACACGGAGTG-1 | pbmc3k | 3899 | 1186 |
| CATTACACTACTCT-1 | pbmc3k | 2439 | 823 |
| CATTAGCTCCACAA-1 | pbmc3k | 3496 | 1145 |
| CATTGACTAGCGGA-1 | pbmc3k | 1913 | 755 |
| CATTGGGACTCGAA-1 | pbmc3k | 1396 | 637 |
| CATTGTACAGCGTT-1 | pbmc3k | 2230 | 827 |
| CATTGTACTCGATG-1 | pbmc3k | 1856 | 712 |
| CATTGTACTTATCC-1 | pbmc3k | 1616 | 608 |
| CATTGTACTTTGCT-1 | pbmc3k | 4198 | 1267 |
| CATTGTTGCTAGTG-1 | pbmc3k | 2170 | 680 |
| CATTTCGACTCTAT-1 | pbmc3k | 1790 | 767 |
| CATTTCGAGATACC-1 | pbmc3k | 2656 | 1118 |
| CATTTGACCACACA-1 | pbmc3k | 1685 | 728 |
| CATTTGACCCTGAA-1 | pbmc3k | 1728 | 803 |
| CATTTGTGACGACT-1 | pbmc3k | 2454 | 779 |
| CATTTGTGCATTGG-1 | pbmc3k | 2634 | 914 |
| CATTTGTGCGGAGA-1 | pbmc3k | 2442 | 733 |
| CATTTGTGGGATCT-1 | pbmc3k | 2460 | 834 |
| CCAAAGTGCTACGA-1 | pbmc3k | 3438 | 1253 |
| CCAAAGTGTGAGAA-1 | pbmc3k | 1051 | 472 |
| CCAACCTGAAGTAG-1 | pbmc3k | 2139 | 878 |
| CCAACCTGACGTAC-1 | pbmc3k | 2605 | 848 |
| CCAACCTGTTCGCC-1 | pbmc3k | 3211 | 1020 |
| CCAAGAACCCAATG-1 | pbmc3k | 1740 | 659 |
| CCAAGAACGTAGCT-1 | pbmc3k | 3230 | 1008 |
| CCAAGAACGTGTCA-1 | pbmc3k | 2329 | 744 |
| CCAAGAACTACTGG-1 | pbmc3k | 1765 | 843 |
| CCAAGAACTCCTAT-1 | pbmc3k | 838 | 391 |
| CCAAGATGTCATTC-1 | pbmc3k | 1713 | 670 |
| CCAAGATGTTTCAC-1 | pbmc3k | 2093 | 837 |
| CCAAGTGAGGAACG-1 | pbmc3k | 3005 | 875 |
| CCAAGTGATCAAGC-1 | pbmc3k | 2711 | 938 |
| CCAATGGAACAGCT-1 | pbmc3k | 1421 | 652 |
| CCAATTTGAACGTC-1 | pbmc3k | 2671 | 932 |
| CCACCATGAACGTC-1 | pbmc3k | 2186 | 760 |
| CCACCATGATCGGT-1 | pbmc3k | 2494 | 732 |
| CCACCATGGACGAG-1 | pbmc3k | 4779 | 1558 |
| CCACCATGGGGAGT-1 | pbmc3k | 2048 | 750 |
| CCACCATGTCCTGC-1 | pbmc3k | 2158 | 940 |
| CCACTGACCCGCTT-1 | pbmc3k | 1953 | 705 |
| CCACTGTGGGAAGC-1 | pbmc3k | 865 | 404 |
| CCACTGTGTGTAGC-1 | pbmc3k | 2305 | 689 |
| CCACTTCTCGGGAA-1 | pbmc3k | 3465 | 1070 |
| CCAGAAACCCTGTC-1 | pbmc3k | 1200 | 544 |
| CCAGAAACGAACTC-1 | pbmc3k | 2588 | 927 |
| CCAGAAACGGTCTA-1 | pbmc3k | 2790 | 816 |
| CCAGACCTCTGAGT-1 | pbmc3k | 794 | 387 |
| CCAGACCTTGTGGT-1 | pbmc3k | 1459 | 559 |
| CCAGCACTGCGATT-1 | pbmc3k | 4088 | 1320 |
| CCAGCGGAAAGGCG-1 | pbmc3k | 1572 | 640 |
| CCAGCGGACGACTA-1 | pbmc3k | 2454 | 886 |
| CCAGCGGATGGGAG-1 | pbmc3k | 3217 | 1074 |
| CCAGCTACACAGTC-1 | pbmc3k | 1758 | 689 |
| CCAGCTACCAGCTA-1 | pbmc3k | 1099 | 524 |
| CCAGGTCTACACCA-1 | pbmc3k | 1367 | 604 |
| CCAGGTCTAGCATC-1 | pbmc3k | 1803 | 800 |
| CCAGGTCTATGGTC-1 | pbmc3k | 2846 | 865 |
| CCAGTCACACTGGT-1 | pbmc3k | 3250 | 938 |
| CCAGTCACACTGTG-1 | pbmc3k | 1761 | 752 |
| CCAGTCACGTTGTG-1 | pbmc3k | 2152 | 770 |
| CCAGTCTGCGGAGA-1 | pbmc3k | 15818 | 3400 |
| CCAGTGCTAACCAC-1 | pbmc3k | 3399 | 1104 |
| CCAGTGCTCGTAGT-1 | pbmc3k | 2562 | 841 |
| CCATCCGAAAGCAA-1 | pbmc3k | 2456 | 785 |
| CCATCCGAACGACT-1 | pbmc3k | 929 | 444 |
| CCATCCGAAGGTTC-1 | pbmc3k | 1806 | 703 |
| CCATCCGATTCGCC-1 | pbmc3k | 1314 | 593 |
| CCATCGTGAACGGG-1 | pbmc3k | 2206 | 874 |
| CCATCGTGCTAGAC-1 | pbmc3k | 2559 | 901 |
| CCCAACACCTCGCT-1 | pbmc3k | 2863 | 924 |
| CCCAACACGCATCA-1 | pbmc3k | 2200 | 797 |
| CCCAACACTTTGTC-1 | pbmc3k | 3439 | 1218 |
| CCCAACTGCAATCG-1 | pbmc3k | 853 | 415 |
| CCCAGACTGCCTTC-1 | pbmc3k | 4754 | 1378 |
| CCCAGACTGGTTTG-1 | pbmc3k | 2556 | 946 |
| CCCAGACTTTCGCC-1 | pbmc3k | 4410 | 1320 |
| CCCAGTTGCAGTTG-1 | pbmc3k | 3416 | 1169 |
| CCCAGTTGGGTACT-1 | pbmc3k | 1756 | 744 |
| CCCAGTTGTCTATC-1 | pbmc3k | 1924 | 726 |
| CCCGATTGTGTTTC-1 | pbmc3k | 2271 | 797 |
| CCCGGAGAAGGGTG-1 | pbmc3k | 1019 | 490 |
| CCCTACGAATTGGC-1 | pbmc3k | 1865 | 767 |
| CCCTAGTGCAAAGA-1 | pbmc3k | 2448 | 943 |
| CCCTCAGACACTTT-1 | pbmc3k | 2070 | 808 |
| CCCTCAGACGAGAG-1 | pbmc3k | 2925 | 925 |
| CCCTCAGAGGTCAT-1 | pbmc3k | 2020 | 660 |
| CCCTGAACTAAAGG-1 | pbmc3k | 1530 | 566 |
| CCCTGATGCAACCA-1 | pbmc3k | 2914 | 843 |
| CCCTGATGCAAGCT-1 | pbmc3k | 1846 | 727 |
| CCCTTACTAACCAC-1 | pbmc3k | 3559 | 1220 |
| CCCTTACTGCAGTT-1 | pbmc3k | 973 | 457 |
| CCGAAAACCTTGTT-1 | pbmc3k | 5144 | 1512 |
| CCGACACTGGTTTG-1 | pbmc3k | 3324 | 1136 |
| CCGACTACCCAGTA-1 | pbmc3k | 3182 | 1170 |
| CCGACTACCGTGTA-1 | pbmc3k | 1455 | 524 |
| CCGACTACTGAGGG-1 | pbmc3k | 2370 | 876 |
| CCGATAGACCTAAG-1 | pbmc3k | 1636 | 523 |
| CCGATAGAGTTGGT-1 | pbmc3k | 2958 | 999 |
| CCGCGAGACACACA-1 | pbmc3k | 2108 | 777 |
| CCGCGAGAGGTTCA-1 | pbmc3k | 1965 | 772 |
| CCGCTATGGGACGA-1 | pbmc3k | 1997 | 816 |
| CCGCTATGTGCAAC-1 | pbmc3k | 2523 | 1015 |
| CCGCTATGTGCACA-1 | pbmc3k | 2854 | 939 |
| CCGGTACTGTCCTC-1 | pbmc3k | 2495 | 855 |
| CCGTACACAAGCAA-1 | pbmc3k | 1744 | 714 |
| CCGTACACAGCGTT-1 | pbmc3k | 2007 | 793 |
| CCGTACACGTCATG-1 | pbmc3k | 2076 | 837 |
| CCGTACACGTTGGT-1 | pbmc3k | 3297 | 1193 |
| CCGTACACTAACGC-1 | pbmc3k | 2041 | 763 |
| CCTAAACTTTCGTT-1 | pbmc3k | 2351 | 832 |
| CCTAAGGACCCAAA-1 | pbmc3k | 2053 | 674 |
| CCTAAGGACTAGCA-1 | pbmc3k | 1514 | 623 |
| CCTAAGGAGGGCAA-1 | pbmc3k | 796 | 420 |
| CCTAAGGATGATGC-1 | pbmc3k | 2517 | 834 |
| CCTAAGGATGTCAG-1 | pbmc3k | 2882 | 874 |
| CCTACCGACTCTTA-1 | pbmc3k | 1893 | 679 |
| CCTACCGAGGGATG-1 | pbmc3k | 2343 | 810 |
| CCTAGAGAGGTGAG-1 | pbmc3k | 1387 | 545 |
| CCTATAACCAAAGA-1 | pbmc3k | 2560 | 785 |
| CCTATAACGAGACG-1 | pbmc3k | 1505 | 586 |
| CCTATAACTCAGAC-1 | pbmc3k | 2661 | 819 |
| CCTATAACTGCATG-1 | pbmc3k | 1721 | 669 |
| CCTCGAACACTTTC-1 | pbmc3k | 1644 | 813 |
| CCTCGAACCCGTAA-1 | pbmc3k | 2060 | 780 |
| CCTCGAACGTATCG-1 | pbmc3k | 1617 | 647 |
| CCTCGAACTTACTC-1 | pbmc3k | 3183 | 923 |
| CCTCTACTCTTCGC-1 | pbmc3k | 4464 | 1322 |
| CCTCTACTGGCATT-1 | pbmc3k | 2174 | 699 |
| CCTGACTGAAGTAG-1 | pbmc3k | 2127 | 791 |
| CCTGACTGGGGAGT-1 | pbmc3k | 2542 | 816 |
| CCTGACTGTGTCTT-1 | pbmc3k | 1618 | 666 |
| CCTGCAACACGTTG-1 | pbmc3k | 2093 | 801 |
| CCTGGACTCGTGAT-1 | pbmc3k | 1353 | 592 |
| CCTTAATGCCCAAA-1 | pbmc3k | 1852 | 739 |
| CCTTAATGTTCTAC-1 | pbmc3k | 3832 | 1241 |
| CCTTCACTACGACT-1 | pbmc3k | 2168 | 859 |
| CCTTCACTCAGTCA-1 | pbmc3k | 1418 | 683 |
| CCTTCACTGGAGTG-1 | pbmc3k | 1656 | 595 |
| CCTTTAGATTCATC-1 | pbmc3k | 3505 | 1191 |
| CGAACATGCCCTAC-1 | pbmc3k | 2320 | 857 |
| CGAACATGTCAGAC-1 | pbmc3k | 2210 | 774 |
| CGAAGACTGGAACG-1 | pbmc3k | 2442 | 945 |
| CGAAGACTGTTACG-1 | pbmc3k | 1735 | 687 |
| CGAAGGGAAACCTG-1 | pbmc3k | 2154 | 903 |
| CGAAGGGATCCGAA-1 | pbmc3k | 1834 | 731 |
| CGAAGTACCAACTG-1 | pbmc3k | 1562 | 618 |
| CGAATCGAGGAGCA-1 | pbmc3k | 581 | 336 |
| CGAATCGAGGAGGT-1 | pbmc3k | 2512 | 922 |
| CGACAAACCCATAG-1 | pbmc3k | 2870 | 801 |
| CGACAAACCGACAT-1 | pbmc3k | 2096 | 810 |
| CGACCACTAAAGTG-1 | pbmc3k | 1933 | 940 |
| CGACCACTGCCAAT-1 | pbmc3k | 1849 | 942 |
| CGACCGGAAGGTCT-1 | pbmc3k | 2727 | 867 |
| CGACCGGATGGAAA-1 | pbmc3k | 2696 | 945 |
| CGACCTTGCTAGTG-1 | pbmc3k | 1977 | 767 |
| CGACCTTGGCAAGG-1 | pbmc3k | 865 | 341 |
| CGACGTCTATCGTG-1 | pbmc3k | 2042 | 700 |
| CGACGTCTCGTGTA-1 | pbmc3k | 1953 | 691 |
| CGACGTCTGAGGCA-1 | pbmc3k | 1056 | 422 |
| CGACTCACGTCGTA-1 | pbmc3k | 2159 | 774 |
| CGACTCACGTTGCA-1 | pbmc3k | 1093 | 500 |
| CGACTCTGTGTGAC-1 | pbmc3k | 3130 | 1099 |
| CGACTGCTTCCTCG-1 | pbmc3k | 2011 | 808 |
| CGAGAACTAAGGCG-1 | pbmc3k | 1912 | 727 |
| CGAGAACTACGTTG-1 | pbmc3k | 1842 | 616 |
| CGAGAACTTGTTCT-1 | pbmc3k | 2548 | 925 |
| CGAGATTGGACACT-1 | pbmc3k | 1942 | 834 |
| CGAGATTGGCCATA-1 | pbmc3k | 1042 | 454 |
| CGAGCCGAACACCA-1 | pbmc3k | 2385 | 812 |
| CGAGCCGACGACAT-1 | pbmc3k | 1354 | 566 |
| CGAGCCGAGGCGAA-1 | pbmc3k | 2445 | 767 |
| CGAGCGTGCTCCAC-1 | pbmc3k | 3298 | 1053 |
| CGAGCGTGGATACC-1 | pbmc3k | 3359 | 913 |
| CGAGCGTGTATGCG-1 | pbmc3k | 1529 | 627 |
| CGAGGAGACCTCCA-1 | pbmc3k | 1530 | 648 |
| CGAGGAGATGTCGA-1 | pbmc3k | 1066 | 449 |
| CGAGGCACCTATGG-1 | pbmc3k | 1973 | 752 |
| CGAGGCACTATGCG-1 | pbmc3k | 4175 | 1325 |
| CGAGGCACTCTTCA-1 | pbmc3k | 1827 | 776 |
| CGAGGCTGACGCTA-1 | pbmc3k | 1371 | 668 |
| CGAGGCTGGCAGTT-1 | pbmc3k | 2937 | 1014 |
| CGAGGGCTACGACT-1 | pbmc3k | 1662 | 598 |
| CGAGGGCTCGAATC-1 | pbmc3k | 904 | 430 |
| CGAGTATGTCACCC-1 | pbmc3k | 2741 | 963 |
| CGATACGAACAGTC-1 | pbmc3k | 3042 | 1073 |
| CGATACGACAGGAG-1 | pbmc3k | 6722 | 2023 |
| CGATACGATTCACT-1 | pbmc3k | 2020 | 728 |
| CGATAGACCCGTAA-1 | pbmc3k | 1221 | 532 |
| CGATAGACCGTACA-1 | pbmc3k | 2090 | 926 |
| CGATAGACGTAGGG-1 | pbmc3k | 1829 | 724 |
| CGATAGACTGTTCT-1 | pbmc3k | 1299 | 559 |
| CGATCAGAAGAACA-1 | pbmc3k | 2198 | 869 |
| CGATCAGAGAGGGT-1 | pbmc3k | 2721 | 962 |
| CGATCAGAGGTACT-1 | pbmc3k | 5139 | 1338 |
| CGATCAGATGTGAC-1 | pbmc3k | 6908 | 1974 |
| CGATCCACCGGGAA-1 | pbmc3k | 3230 | 1102 |
| CGATCCACTTCCAT-1 | pbmc3k | 591 | 326 |
| CGCAAATGCTCGAA-1 | pbmc3k | 1011 | 427 |
| CGCAACCTCCTTGC-1 | pbmc3k | 2310 | 806 |
| CGCAACCTGGACGA-1 | pbmc3k | 2321 | 820 |
| CGCACGGAGGACGA-1 | pbmc3k | 1171 | 554 |
| CGCACGGATCTTTG-1 | pbmc3k | 1930 | 594 |
| CGCACTACAGAATG-1 | pbmc3k | 1864 | 680 |
| CGCACTACAGCCAT-1 | pbmc3k | 3375 | 1030 |
| CGCACTACATTGGC-1 | pbmc3k | 2816 | 849 |
| CGCACTACTCGCCT-1 | pbmc3k | 1281 | 563 |
| CGCACTACTCGTGA-1 | pbmc3k | 2071 | 879 |
| CGCACTTGTCACGA-1 | pbmc3k | 3084 | 1089 |
| CGCAGGACAGATCC-1 | pbmc3k | 2212 | 822 |
| CGCAGGACCTACTT-1 | pbmc3k | 1067 | 447 |
| CGCAGGACTTGTCT-1 | pbmc3k | 5162 | 1687 |
| CGCAGGTGCACTGA-1 | pbmc3k | 2751 | 865 |
| CGCAGGTGCCATAG-1 | pbmc3k | 4314 | 1252 |
| CGCAGGTGGGAACG-1 | pbmc3k | 2276 | 938 |
| CGCATAGATCACGA-1 | pbmc3k | 954 | 461 |
| CGCCATACTGCAAC-1 | pbmc3k | 3446 | 1053 |
| CGCCATTGAGAGGC-1 | pbmc3k | 2763 | 852 |
| CGCCATTGCTATGG-1 | pbmc3k | 1792 | 737 |
| CGCCATTGGAGACG-1 | pbmc3k | 2287 | 803 |
| CGCCATTGGAGCAG-1 | pbmc3k | 2021 | 772 |
| CGCCATTGTACTGG-1 | pbmc3k | 1684 | 723 |
| CGCCGAGAGCTTAG-1 | pbmc3k | 2047 | 993 |
| CGCCTAACGAATGA-1 | pbmc3k | 4597 | 1455 |
| CGCCTAACTGCTCC-1 | pbmc3k | 3489 | 1006 |
| CGCGAGACACAGCT-1 | pbmc3k | 2246 | 798 |
| CGCGAGACAGGTCT-1 | pbmc3k | 3171 | 1033 |
| CGCGAGACGCTACA-1 | pbmc3k | 1968 | 785 |
| CGCGATCTCAGTCA-1 | pbmc3k | 2553 | 945 |
| CGCGATCTGTTGAC-1 | pbmc3k | 2109 | 742 |
| CGCGATCTTTCTTG-1 | pbmc3k | 2394 | 761 |
| CGCGGATGGCCAAT-1 | pbmc3k | 2261 | 833 |
| CGCTAAGAATGTCG-1 | pbmc3k | 2703 | 1040 |
| CGCTAAGACAACTG-1 | pbmc3k | 2771 | 858 |
| CGCTAAGACCCTTG-1 | pbmc3k | 2620 | 867 |
| CGCTACTGAACAGA-1 | pbmc3k | 3806 | 1186 |
| CGCTACTGAGAACA-1 | pbmc3k | 2460 | 845 |
| CGCTACTGTGAGCT-1 | pbmc3k | 1925 | 686 |
| CGCTACTGTTCCCG-1 | pbmc3k | 1366 | 670 |
| CGCTCATGCATTTC-1 | pbmc3k | 1468 | 628 |
| CGGAATTGCACTAG-1 | pbmc3k | 901 | 425 |
| CGGAATTGGTTTGG-1 | pbmc3k | 1896 | 724 |
| CGGAATTGTGGAGG-1 | pbmc3k | 1544 | 660 |
| CGGACCGATGCGTA-1 | pbmc3k | 1834 | 808 |
| CGGACCGATGGGAG-1 | pbmc3k | 985 | 469 |
| CGGACTCTAAACAG-1 | pbmc3k | 1658 | 599 |
| CGGACTCTCCAATG-1 | pbmc3k | 1999 | 808 |
| CGGACTCTCCTCGT-1 | pbmc3k | 1873 | 854 |
| CGGAGGCTATTCCT-1 | pbmc3k | 848 | 397 |
| CGGAGGCTTGGATC-1 | pbmc3k | 2834 | 784 |
| CGGATAACAACGAA-1 | pbmc3k | 2575 | 892 |
| CGGATAACAGCTCA-1 | pbmc3k | 2428 | 878 |
| CGGATAACTCAGTG-1 | pbmc3k | 959 | 449 |
| CGGCACGAACTCAG-1 | pbmc3k | 2270 | 889 |
| CGGCACGAAGGGTG-1 | pbmc3k | 2437 | 823 |
| CGGCACGACTACGA-1 | pbmc3k | 2837 | 1049 |
| CGGCATCTTAGAAG-1 | pbmc3k | 1982 | 823 |
| CGGCATCTTCGTAG-1 | pbmc3k | 3310 | 1053 |
| CGGCCAGAAAGGTA-1 | pbmc3k | 2076 | 740 |
| CGGCCAGAGAGGCA-1 | pbmc3k | 2408 | 997 |
| CGGCGAACCAGTCA-1 | pbmc3k | 3764 | 1240 |
| CGGCGAACGACAAA-1 | pbmc3k | 1587 | 788 |
| CGGCGAACGGTCTA-1 | pbmc3k | 2498 | 878 |
| CGGCGAACTACTTC-1 | pbmc3k | 1729 | 778 |
| CGGGACTGCGTGTA-1 | pbmc3k | 4275 | 1063 |
| CGGGACTGGAATAG-1 | pbmc3k | 2012 | 814 |
| CGGGCATGACCCAA-1 | pbmc3k | 1030 | 463 |
| CGGGCATGTCTCTA-1 | pbmc3k | 2864 | 1078 |
| CGGGCATGTTGTGG-1 | pbmc3k | 2196 | 742 |
| CGGTAAACTCGCAA-1 | pbmc3k | 3142 | 1095 |
| CGGTCACTGTTTGG-1 | pbmc3k | 2138 | 805 |
| CGGTCACTTACTTC-1 | pbmc3k | 3247 | 1119 |
| CGTAACGAATCAGC-1 | pbmc3k | 1219 | 461 |
| CGTAACGATCGCCT-1 | pbmc3k | 3413 | 1022 |
| CGTACCACACACAC-1 | pbmc3k | 2084 | 804 |
| CGTACCACACGTTG-1 | pbmc3k | 2157 | 674 |
| CGTACCACCTCATT-1 | pbmc3k | 2382 | 828 |
| CGTACCACGCTACA-1 | pbmc3k | 892 | 417 |
| CGTACCACGGAGCA-1 | pbmc3k | 2132 | 763 |
| CGTACCTGGACGAG-1 | pbmc3k | 833 | 407 |
| CGTACCTGGCATCA-1 | pbmc3k | 2472 | 996 |
| CGTAGCCTCTCTCG-1 | pbmc3k | 2310 | 851 |
| CGTAGCCTGCGAAG-1 | pbmc3k | 2242 | 866 |
| CGTAGCCTGTATGC-1 | pbmc3k | 3497 | 1116 |
| CGTCAAGAAAGGTA-1 | pbmc3k | 1111 | 505 |
| CGTCAAGAACGTGT-1 | pbmc3k | 2815 | 927 |
| CGTCAAGACAGAGG-1 | pbmc3k | 2748 | 956 |
| CGTCAAGACAGGAG-1 | pbmc3k | 2162 | 931 |
| CGTCCATGCTCTTA-1 | pbmc3k | 2746 | 892 |
| CGTCGACTTTCCGC-1 | pbmc3k | 2188 | 903 |
| CGTGATGACGCTAA-1 | pbmc3k | 909 | 494 |
| CGTGATGAGGTTCA-1 | pbmc3k | 1747 | 708 |
| CGTGCACTTATGGC-1 | pbmc3k | 3067 | 1064 |
| CGTGTAGAAAAACG-1 | pbmc3k | 2027 | 794 |
| CGTGTAGACGATAC-1 | pbmc3k | 1650 | 783 |
| CGTGTAGAGTTACG-1 | pbmc3k | 2074 | 950 |
| CGTGTAGAGTTCAG-1 | pbmc3k | 1889 | 719 |
| CGTGTAGATTCGGA-1 | pbmc3k | 1674 | 842 |
| CGTTAGGAAACCAC-1 | pbmc3k | 2240 | 888 |
| CGTTAGGATCATTC-1 | pbmc3k | 4080 | 1351 |
| CGTTATACCCTGAA-1 | pbmc3k | 2386 | 1002 |
| CGTTTAACTGGTCA-1 | pbmc3k | 2767 | 872 |
| CTAAACCTCTGACA-1 | pbmc3k | 2532 | 1184 |
| CTAAACCTGTGCAT-1 | pbmc3k | 2516 | 909 |
| CTAACACTAACGTC-1 | pbmc3k | 2764 | 869 |
| CTAACACTAGTGCT-1 | pbmc3k | 2355 | 894 |
| CTAACGGAACCGAT-1 | pbmc3k | 1997 | 995 |
| CTAACGGATTTCTG-1 | pbmc3k | 2256 | 769 |
| CTAACTACGGCAAG-1 | pbmc3k | 1286 | 553 |
| CTAAGGACACCATG-1 | pbmc3k | 2134 | 805 |
| CTAAGGACCGTTAG-1 | pbmc3k | 5484 | 1425 |
| CTAAGGACGCCATA-1 | pbmc3k | 2878 | 1011 |
| CTAAGGTGCCTAAG-1 | pbmc3k | 1111 | 452 |
| CTAAGGTGTTGCAG-1 | pbmc3k | 2957 | 894 |
| CTAAGGTGTTTCTG-1 | pbmc3k | 1009 | 426 |
| CTAATAGAGCTATG-1 | pbmc3k | 600 | 239 |
| CTAATGCTTGTGGT-1 | pbmc3k | 2067 | 829 |
| CTACAACTCCCGTT-1 | pbmc3k | 2194 | 895 |
| CTACCTCTCAACCA-1 | pbmc3k | 2333 | 786 |
| CTACGCACACCTAG-1 | pbmc3k | 3710 | 1136 |
| CTACGCACTCTCCG-1 | pbmc3k | 2637 | 923 |
| CTACGCACTGGTCA-1 | pbmc3k | 2468 | 1012 |
| CTACGGCTTTCTTG-1 | pbmc3k | 3911 | 1357 |
| CTACTATGAACCAC-1 | pbmc3k | 3184 | 1093 |
| CTACTATGATGTGC-1 | pbmc3k | 1662 | 649 |
| CTACTATGCTAAGC-1 | pbmc3k | 2704 | 851 |
| CTACTATGTAAAGG-1 | pbmc3k | 1264 | 548 |
| CTACTCCTATGTCG-1 | pbmc3k | 2181 | 1052 |
| CTACTCCTGCCATA-1 | pbmc3k | 586 | 307 |
| CTAGAGACACTTTC-1 | pbmc3k | 3199 | 1150 |
| CTAGAGACAGCATC-1 | pbmc3k | 2206 | 907 |
| CTAGAGACTTTGGG-1 | pbmc3k | 5515 | 1621 |
| CTAGATCTCTCTAT-1 | pbmc3k | 1822 | 731 |
| CTAGATCTTCGACA-1 | pbmc3k | 2392 | 897 |
| CTAGGATGAGCCTA-1 | pbmc3k | 5867 | 1741 |
| CTAGGATGATCGTG-1 | pbmc3k | 2159 | 762 |
| CTAGGCCTCTCAGA-1 | pbmc3k | 1998 | 712 |
| CTAGGTGATGGTTG-1 | pbmc3k | 3254 | 1195 |
| CTAGTTACCAGAGG-1 | pbmc3k | 2740 | 850 |
| CTAGTTACCGCATA-1 | pbmc3k | 2357 | 861 |
| CTAGTTACGAAACA-1 | pbmc3k | 2245 | 966 |
| CTAGTTTGAGTACC-1 | pbmc3k | 1601 | 742 |
| CTATAAGATCGTTT-1 | pbmc3k | 2733 | 843 |
| CTATACTGAGGTTC-1 | pbmc3k | 732 | 331 |
| CTATACTGCCAGTA-1 | pbmc3k | 2691 | 839 |
| CTATACTGCGCTAA-1 | pbmc3k | 1856 | 733 |
| CTATACTGCTACGA-1 | pbmc3k | 2129 | 947 |
| CTATACTGTCTCAT-1 | pbmc3k | 1774 | 842 |
| CTATACTGTTCGTT-1 | pbmc3k | 4760 | 1520 |
| CTATAGCTGTCACA-1 | pbmc3k | 2123 | 660 |
| CTATAGCTTCGCTC-1 | pbmc3k | 2542 | 980 |
| CTATAGCTTGCCTC-1 | pbmc3k | 2498 | 912 |
| CTATCAACGAACTC-1 | pbmc3k | 2520 | 910 |
| CTATCAACGCAGAG-1 | pbmc3k | 3160 | 1060 |
| CTATCAACTTTGGG-1 | pbmc3k | 2053 | 679 |
| CTATCCCTCCACCT-1 | pbmc3k | 2172 | 822 |
| CTATGTACGAGAGC-1 | pbmc3k | 3144 | 995 |
| CTATGTACGCTTAG-1 | pbmc3k | 2072 | 693 |
| CTATGTACTGTTTC-1 | pbmc3k | 4824 | 1481 |
| CTATGTTGAAAGCA-1 | pbmc3k | 3166 | 925 |
| CTATGTTGTCCTCG-1 | pbmc3k | 1635 | 574 |
| CTATGTTGTCTCGC-1 | pbmc3k | 3493 | 1051 |
| CTATTGACAAACGA-1 | pbmc3k | 1289 | 571 |
| CTATTGACACTGGT-1 | pbmc3k | 2939 | 1027 |
| CTATTGACGGTGAG-1 | pbmc3k | 3967 | 1262 |
| CTATTGTGGCAAGG-1 | pbmc3k | 1937 | 669 |
| CTCAATTGGTTCAG-1 | pbmc3k | 3235 | 956 |
| CTCAATTGGTTGCA-1 | pbmc3k | 1907 | 746 |
| CTCAGAGATAGAAG-1 | pbmc3k | 2565 | 863 |
| CTCAGCACTCTAGG-1 | pbmc3k | 2343 | 895 |
| CTCAGCACTGAACC-1 | pbmc3k | 1151 | 488 |
| CTCAGCACTTGCAG-1 | pbmc3k | 1860 | 643 |
| CTCAGCTGAACCTG-1 | pbmc3k | 2927 | 922 |
| CTCAGCTGCAGTTG-1 | pbmc3k | 2341 | 819 |
| CTCAGCTGTTTCTG-1 | pbmc3k | 1857 | 646 |
| CTCAGGCTCGTTGA-1 | pbmc3k | 4502 | 1463 |
| CTCAGGCTGCTAAC-1 | pbmc3k | 1197 | 549 |
| CTCATTGACCTTAT-1 | pbmc3k | 3103 | 1112 |
| CTCATTGATGCTTT-1 | pbmc3k | 3006 | 1005 |
| CTCATTGATTGCTT-1 | pbmc3k | 592 | 300 |
| CTCCACGAGAGATA-1 | pbmc3k | 4633 | 1445 |
| CTCCATCTCTTAGG-1 | pbmc3k | 2107 | 725 |
| CTCCATCTGACGAG-1 | pbmc3k | 2886 | 898 |
| CTCCGAACAAGTGA-1 | pbmc3k | 2439 | 992 |
| CTCCTACTGCCTTC-1 | pbmc3k | 1292 | 563 |
| CTCGAAGATGTGGT-1 | pbmc3k | 2951 | 869 |
| CTCGAAGATTAGGC-1 | pbmc3k | 2373 | 903 |
| CTCGACTGCTCTAT-1 | pbmc3k | 1143 | 515 |
| CTCGACTGGGTGAG-1 | pbmc3k | 2020 | 751 |
| CTCGACTGGTTGAC-1 | pbmc3k | 1810 | 875 |
| CTCGAGCTCTGGAT-1 | pbmc3k | 1157 | 588 |
| CTCGCATGACTTTC-1 | pbmc3k | 1839 | 740 |
| CTCGCATGCTTAGG-1 | pbmc3k | 2188 | 796 |
| CTCTAAACCTCGAA-1 | pbmc3k | 2271 | 797 |
| CTCTAAACGGCGAA-1 | pbmc3k | 2001 | 651 |
| CTCTAATGTCCAAG-1 | pbmc3k | 2338 | 901 |
| CTGAACGACAGTCA-1 | pbmc3k | 2728 | 986 |
| CTGAACGATGAGGG-1 | pbmc3k | 1537 | 723 |
| CTGAAGACCCAACA-1 | pbmc3k | 2752 | 952 |
| CTGAAGACGTGCAT-1 | pbmc3k | 2300 | 891 |
| CTGAAGTGAAGCCT-1 | pbmc3k | 4070 | 1434 |
| CTGAAGTGCAGCTA-1 | pbmc3k | 1714 | 650 |
| CTGAAGTGGCTATG-1 | pbmc3k | 1889 | 712 |
| CTGAAGTGTCCAGA-1 | pbmc3k | 3299 | 955 |
| CTGAATCTGAATAG-1 | pbmc3k | 2022 | 876 |
| CTGACAGAATCGTG-1 | pbmc3k | 2698 | 1010 |
| CTGACCACAGCAAA-1 | pbmc3k | 2477 | 823 |
| CTGAGAACCGGGAA-1 | pbmc3k | 3915 | 1076 |
| CTGAGAACGTAAAG-1 | pbmc3k | 1418 | 738 |
| CTGATACTAGTAGA-1 | pbmc3k | 2228 | 691 |
| CTGATTTGGTGTTG-1 | pbmc3k | 2992 | 1061 |
| CTGCAGCTAACCGT-1 | pbmc3k | 2674 | 771 |
| CTGCAGCTGACACT-1 | pbmc3k | 3101 | 807 |
| CTGCAGCTGGATTC-1 | pbmc3k | 4043 | 1386 |
| CTGCAGCTTGGCAT-1 | pbmc3k | 3900 | 1264 |
| CTGCCAACAGGAGC-1 | pbmc3k | 2857 | 952 |
| CTGCCAACCAGCTA-1 | pbmc3k | 2209 | 814 |
| CTGCCAACTAACCG-1 | pbmc3k | 2262 | 793 |
| CTGCCAACTGCTCC-1 | pbmc3k | 1869 | 794 |
| CTGCCAACTTGCAG-1 | pbmc3k | 2344 | 760 |
| CTGCCAACTTGCTT-1 | pbmc3k | 2327 | 882 |
| CTGCGACTCCACCT-1 | pbmc3k | 687 | 348 |
| CTGGAAACAAACGA-1 | pbmc3k | 2367 | 868 |
| CTGGAAACATCGAC-1 | pbmc3k | 2151 | 842 |
| CTGGATGACTGGAT-1 | pbmc3k | 2036 | 818 |
| CTGGATGACTTGTT-1 | pbmc3k | 1455 | 624 |
| CTGGATGATGTGAC-1 | pbmc3k | 868 | 417 |
| CTGGCACTCAAGCT-1 | pbmc3k | 2563 | 901 |
| CTGGCACTGGACAG-1 | pbmc3k | 1554 | 625 |
| CTGTAACTAACCAC-1 | pbmc3k | 2165 | 836 |
| CTGTAACTAGCGTT-1 | pbmc3k | 1982 | 722 |
| CTGTATACGTAAAG-1 | pbmc3k | 979 | 436 |
| CTGTATACGTACGT-1 | pbmc3k | 3500 | 1108 |
| CTGTATACGTTGGT-1 | pbmc3k | 1827 | 723 |
| CTGTGAGACAACCA-1 | pbmc3k | 4058 | 1298 |
| CTGTGAGACCTTGC-1 | pbmc3k | 1660 | 717 |
| CTGTGAGACGAACT-1 | pbmc3k | 2277 | 843 |
| CTGTGAGACTGTAG-1 | pbmc3k | 3255 | 1089 |
| CTTAAAGAACCTGA-1 | pbmc3k | 2297 | 696 |
| CTTAACACCTGTAG-1 | pbmc3k | 2068 | 885 |
| CTTAACACGAGCTT-1 | pbmc3k | 3210 | 1143 |
| CTTAACACTATCGG-1 | pbmc3k | 1748 | 627 |
| CTTAAGCTACCTAG-1 | pbmc3k | 2360 | 807 |
| CTTAAGCTAGTACC-1 | pbmc3k | 920 | 423 |
| CTTAAGCTCATCAG-1 | pbmc3k | 1860 | 729 |
| CTTAAGCTCCGCTT-1 | pbmc3k | 2372 | 851 |
| CTTAAGCTTCCTCG-1 | pbmc3k | 1724 | 713 |
| CTTACAACTAACGC-1 | pbmc3k | 2368 | 854 |
| CTTACAACTCCCGT-1 | pbmc3k | 1504 | 607 |
| CTTACTGACGTACA-1 | pbmc3k | 1857 | 627 |
| CTTAGACTAAACGA-1 | pbmc3k | 2396 | 823 |
| CTTAGGGACTTGCC-1 | pbmc3k | 2989 | 1061 |
| CTTAGGGAGAATCC-1 | pbmc3k | 1636 | 573 |
| CTTATCGACTCATT-1 | pbmc3k | 1966 | 743 |
| CTTCACCTACCTGA-1 | pbmc3k | 4888 | 1528 |
| CTTCATGAAGCATC-1 | pbmc3k | 1927 | 681 |
| CTTCATGAAGTACC-1 | pbmc3k | 1322 | 542 |
| CTTCATGACCGAAT-1 | pbmc3k | 935 | 420 |
| CTTGAACTACGCAT-1 | pbmc3k | 2077 | 731 |
| CTTGATTGAGGTTC-1 | pbmc3k | 2005 | 920 |
| CTTGATTGATCTTC-1 | pbmc3k | 2094 | 761 |
| CTTGATTGCATTCT-1 | pbmc3k | 2273 | 881 |
| CTTGATTGTTTCGT-1 | pbmc3k | 3234 | 981 |
| CTTGTATGACACCA-1 | pbmc3k | 2020 | 784 |
| CTTGTATGCGCAAT-1 | pbmc3k | 1035 | 496 |
| CTTTACGAGCGAAG-1 | pbmc3k | 1483 | 573 |
| CTTTAGACCGTGAT-1 | pbmc3k | 1507 | 521 |
| CTTTAGACGAGACG-1 | pbmc3k | 2250 | 662 |
| CTTTAGACGATACC-1 | pbmc3k | 2498 | 792 |
| CTTTAGACGTTGGT-1 | pbmc3k | 2934 | 972 |
| CTTTAGACTCATTC-1 | pbmc3k | 2510 | 855 |
| CTTTAGTGACGGGA-1 | pbmc3k | 2214 | 978 |
| CTTTAGTGGGTGGA-1 | pbmc3k | 1648 | 590 |
| CTTTCAGAGAAACA-1 | pbmc3k | 2493 | 902 |
| CTTTGATGAGCACT-1 | pbmc3k | 2019 | 694 |
| CTTTGATGTCTAGG-1 | pbmc3k | 1935 | 816 |
| CTTTGATGTGTCCC-1 | pbmc3k | 3460 | 974 |
| CTTTGATGTGTGGT-1 | pbmc3k | 2490 | 816 |
| GAAACAGAACTACG-1 | pbmc3k | 1958 | 751 |
| GAAACAGAATCACG-1 | pbmc3k | 2178 | 789 |
| GAAACAGACATTCT-1 | pbmc3k | 2572 | 858 |
| GAAACCTGATCGTG-1 | pbmc3k | 2487 | 813 |
| GAAACCTGATGCCA-1 | pbmc3k | 2390 | 841 |
| GAAACCTGCTTATC-1 | pbmc3k | 3634 | 1080 |
| GAAACCTGGACTAC-1 | pbmc3k | 5326 | 1690 |
| GAAACCTGTGCTAG-1 | pbmc3k | 1723 | 716 |
| GAAAGATGATTTCC-1 | pbmc3k | 2501 | 955 |
| GAAAGATGCTGATG-1 | pbmc3k | 4688 | 1464 |
| GAAAGATGCTTCGC-1 | pbmc3k | 2315 | 740 |
| GAAAGATGTAAGGA-1 | pbmc3k | 650 | 295 |
| GAAAGATGTTTGCT-1 | pbmc3k | 1291 | 540 |
| GAAAGCCTACGTTG-1 | pbmc3k | 2282 | 738 |
| GAAAGTGAAAGTGA-1 | pbmc3k | 6175 | 1571 |
| GAAAGTGACCACAA-1 | pbmc3k | 3254 | 1118 |
| GAAAGTGACTCAAG-1 | pbmc3k | 3358 | 917 |
| GAAATACTACCAAC-1 | pbmc3k | 561 | 283 |
| GAAATACTCTTAGG-1 | pbmc3k | 2037 | 701 |
| GAAATACTTCCTCG-1 | pbmc3k | 2034 | 840 |
| GAACACACGTGCAT-1 | pbmc3k | 3826 | 1251 |
| GAACACACTGCCTC-1 | pbmc3k | 2166 | 674 |
| GAACAGCTAACTGC-1 | pbmc3k | 5489 | 1631 |
| GAACAGCTCTCAGA-1 | pbmc3k | 4199 | 1273 |
| GAACCAACCACAAC-1 | pbmc3k | 863 | 380 |
| GAACCAACTTCCGC-1 | pbmc3k | 1607 | 796 |
| GAACCTGAACGTGT-1 | pbmc3k | 4754 | 1489 |
| GAACCTGAGAGACG-1 | pbmc3k | 2490 | 878 |
| GAACCTGATGAACC-1 | pbmc3k | 2869 | 937 |
| GAACGGGATACTTC-1 | pbmc3k | 2033 | 725 |
| GAACGTTGACGGAG-1 | pbmc3k | 1208 | 562 |
| GAACTGTGACCTGA-1 | pbmc3k | 4023 | 1361 |
| GAACTGTGCCAGTA-1 | pbmc3k | 2040 | 818 |
| GAAGAATGCAATCG-1 | pbmc3k | 2089 | 718 |
| GAAGCGGACCTATT-1 | pbmc3k | 4006 | 1341 |
| GAAGCTACGAATGA-1 | pbmc3k | 2607 | 902 |
| GAAGCTACGGTTTG-1 | pbmc3k | 1763 | 837 |
| GAAGGGTGAAAGTG-1 | pbmc3k | 2472 | 802 |
| GAAGGGTGCTTAGG-1 | pbmc3k | 2937 | 988 |
| GAAGGTCTGAAAGT-1 | pbmc3k | 2278 | 1082 |
| GAAGGTCTGTTGCA-1 | pbmc3k | 3210 | 973 |
| GAAGGTCTTAAAGG-1 | pbmc3k | 5637 | 1627 |
| GAAGTAGACTCCCA-1 | pbmc3k | 1871 | 795 |
| GAAGTAGATCCAAG-1 | pbmc3k | 4035 | 1408 |
| GAAGTCACCCTCGT-1 | pbmc3k | 1853 | 771 |
| GAAGTCACCCTGTC-1 | pbmc3k | 1975 | 647 |
| GAAGTCTGTCGCAA-1 | pbmc3k | 1998 | 779 |
| GAAGTCTGTTCTGT-1 | pbmc3k | 2242 | 646 |
| GAAGTGCTAAACGA-1 | pbmc3k | 1804 | 815 |
| GAAGTGCTCCGCTT-1 | pbmc3k | 3251 | 1127 |
| GAAGTGCTTAACCG-1 | pbmc3k | 2586 | 881 |
| GAATGCACCCTAAG-1 | pbmc3k | 3034 | 950 |
| GAATGCACCTTCGC-1 | pbmc3k | 1978 | 828 |
| GAATGCTGCGGTAT-1 | pbmc3k | 2569 | 732 |
| GAATGGCTAAGATG-1 | pbmc3k | 740 | 377 |
| GAATTAACGATAAG-1 | pbmc3k | 2135 | 782 |
| GAATTAACGGTCAT-1 | pbmc3k | 1911 | 753 |
| GAATTAACGTCGTA-1 | pbmc3k | 1319 | 705 |
| GAATTAACTGAAGA-1 | pbmc3k | 2480 | 975 |
| GACAACACAGGCGA-1 | pbmc3k | 2576 | 716 |
| GACAACACATCGTG-1 | pbmc3k | 2592 | 887 |
| GACAACACTCGCCT-1 | pbmc3k | 2228 | 808 |
| GACAACTGAGGTTC-1 | pbmc3k | 2501 | 795 |
| GACAGGGAAGAGTA-1 | pbmc3k | 1573 | 661 |
| GACAGGGAATGCCA-1 | pbmc3k | 2541 | 911 |
| GACAGTACGAGCTT-1 | pbmc3k | 4929 | 1546 |
| GACAGTACTTCGGA-1 | pbmc3k | 5193 | 1509 |
| GACAGTTGAGTAGA-1 | pbmc3k | 3107 | 1021 |
| GACATTCTCCACCT-1 | pbmc3k | 6191 | 1749 |
| GACCAAACGACTAC-1 | pbmc3k | 2041 | 774 |
| GACCAAACGTATCG-1 | pbmc3k | 2228 | 910 |
| GACCATGACTCTCG-1 | pbmc3k | 1017 | 445 |
| GACCCTACTAAAGG-1 | pbmc3k | 1493 | 714 |
| GACCTAGACCTCAC-1 | pbmc3k | 1177 | 529 |
| GACCTAGACGAGAG-1 | pbmc3k | 2591 | 846 |
| GACCTCACAAGGTA-1 | pbmc3k | 1822 | 628 |
| GACCTCACGTACGT-1 | pbmc3k | 3514 | 1152 |
| GACCTCTGCATCAG-1 | pbmc3k | 4014 | 1118 |
| GACGAACTCCCACT-1 | pbmc3k | 2191 | 755 |
| GACGATTGCCAATG-1 | pbmc3k | 1183 | 570 |
| GACGCCGACCTTCG-1 | pbmc3k | 2707 | 1175 |
| GACGCTCTCTCTCG-1 | pbmc3k | 682 | 266 |
| GACGGCACACGGGA-1 | pbmc3k | 1800 | 915 |
| GACGGCACGAGATA-1 | pbmc3k | 3152 | 1130 |
| GACGTAACCTATGG-1 | pbmc3k | 2218 | 849 |
| GACGTAACCTGTGA-1 | pbmc3k | 2520 | 937 |
| GACGTAACTATGGC-1 | pbmc3k | 3217 | 1138 |
| GACGTATGTTGACG-1 | pbmc3k | 2551 | 906 |
| GACGTATGTTTGCT-1 | pbmc3k | 2409 | 839 |
| GACGTCCTACGGAG-1 | pbmc3k | 2223 | 803 |
| GACGTCCTCTCAAG-1 | pbmc3k | 2411 | 902 |
| GACGTCCTGATAAG-1 | pbmc3k | 2255 | 787 |
| GACTACGATGGTCA-1 | pbmc3k | 1872 | 776 |
| GACTCCTGCTCGCT-1 | pbmc3k | 1861 | 714 |
| GACTCCTGGGTTAC-1 | pbmc3k | 2647 | 867 |
| GACTCCTGTTATCC-1 | pbmc3k | 1462 | 714 |
| GACTCCTGTTGGTG-1 | pbmc3k | 2716 | 879 |
| GACTGAACAACCGT-1 | pbmc3k | 663 | 332 |
| GACTGAACCAATCG-1 | pbmc3k | 2297 | 763 |
| GACTGATGTGATGC-1 | pbmc3k | 2647 | 855 |
| GACTTTACATGCCA-1 | pbmc3k | 2475 | 784 |
| GACTTTACGACAGG-1 | pbmc3k | 1349 | 552 |
| GAGAAATGTTCTCA-1 | pbmc3k | 2055 | 633 |
| GAGATAGAAAAAGC-1 | pbmc3k | 3323 | 1226 |
| GAGATCACGACAAA-1 | pbmc3k | 3174 | 1131 |
| GAGATGCTCTGGAT-1 | pbmc3k | 2074 | 848 |
| GAGATGCTGAATGA-1 | pbmc3k | 1802 | 809 |
| GAGCAGGATTCCCG-1 | pbmc3k | 1896 | 823 |
| GAGCATACTTTGCT-1 | pbmc3k | 6691 | 1750 |
| GAGCGCACGCGTAT-1 | pbmc3k | 1774 | 710 |
| GAGCGCACGGTGAG-1 | pbmc3k | 1054 | 482 |
| GAGCGCTGAAGATG-1 | pbmc3k | 1630 | 782 |
| GAGCGCTGTCTTAC-1 | pbmc3k | 1978 | 721 |
| GAGCGGCTGGGAGT-1 | pbmc3k | 1519 | 595 |
| GAGGACGACTCAGA-1 | pbmc3k | 1171 | 514 |
| GAGGATCTGAAAGT-1 | pbmc3k | 716 | 371 |
| GAGGCAGACTTGCC-1 | pbmc3k | 2237 | 923 |
| GAGGGAACACCAGT-1 | pbmc3k | 1676 | 746 |
| GAGGGAACGAGGGT-1 | pbmc3k | 1827 | 840 |
| GAGGGATGGGAAAT-1 | pbmc3k | 1496 | 672 |
| GAGGGCCTTCACCC-1 | pbmc3k | 2479 | 954 |
| GAGGGTGAAGAGTA-1 | pbmc3k | 2598 | 795 |
| GAGGTACTACGGTT-1 | pbmc3k | 2041 | 719 |
| GAGGTACTACTCAG-1 | pbmc3k | 1979 | 717 |
| GAGGTACTGACACT-1 | pbmc3k | 1922 | 857 |
| GAGGTACTGGGAGT-1 | pbmc3k | 1321 | 578 |
| GAGGTACTTAGCGT-1 | pbmc3k | 3385 | 1062 |
| GAGGTGGAGTACGT-1 | pbmc3k | 1514 | 593 |
| GAGGTGGATCCTCG-1 | pbmc3k | 1988 | 997 |
| GAGGTTACTCGTTT-1 | pbmc3k | 3753 | 1264 |
| GAGGTTTGTAAGCC-1 | pbmc3k | 684 | 341 |
| GAGTCAACCATTCT-1 | pbmc3k | 897 | 388 |
| GAGTCAACGGGAGT-1 | pbmc3k | 2625 | 751 |
| GAGTCTGATCGTGA-1 | pbmc3k | 2349 | 829 |
| GAGTCTGATTTGGG-1 | pbmc3k | 1492 | 592 |
| GAGTGACTCAGCTA-1 | pbmc3k | 2883 | 1185 |
| GAGTGACTCGGTAT-1 | pbmc3k | 2182 | 910 |
| GAGTGACTCTTGCC-1 | pbmc3k | 1833 | 738 |
| GAGTGACTGACTAC-1 | pbmc3k | 1253 | 473 |
| GAGTGACTGTCTAG-1 | pbmc3k | 2146 | 816 |
| GAGTGGGAGTCTTT-1 | pbmc3k | 1580 | 640 |
| GAGTGGGATGCCCT-1 | pbmc3k | 2473 | 744 |
| GAGTGGGATGCTGA-1 | pbmc3k | 1497 | 634 |
| GAGTGTTGCTGTAG-1 | pbmc3k | 2788 | 951 |
| GAGTGTTGTGGTCA-1 | pbmc3k | 2043 | 800 |
| GAGTTGTGCATGGT-1 | pbmc3k | 692 | 325 |
| GAGTTGTGCTGAGT-1 | pbmc3k | 2000 | 849 |
| GAGTTGTGGCGAGA-1 | pbmc3k | 1224 | 498 |
| GAGTTGTGGTAGCT-1 | pbmc3k | 2405 | 849 |
| GAGTTGTGTATGCG-1 | pbmc3k | 4175 | 1416 |
| GATAAGGAGAAACA-1 | pbmc3k | 1138 | 486 |
| GATAAGGATTCACT-1 | pbmc3k | 2517 | 875 |
| GATACTCTATCGGT-1 | pbmc3k | 2341 | 795 |
| GATACTCTTACTTC-1 | pbmc3k | 2879 | 979 |
| GATACTCTTGACTG-1 | pbmc3k | 2142 | 752 |
| GATAGAGAAGGGTG-1 | pbmc3k | 2063 | 850 |
| GATAGAGACTGTGA-1 | pbmc3k | 3962 | 1095 |
| GATAGAGATCACGA-1 | pbmc3k | 2808 | 995 |
| GATAGCACCCATAG-1 | pbmc3k | 2636 | 827 |
| GATAGCACGAAGGC-1 | pbmc3k | 3628 | 1157 |
| GATAGCACTTGTCT-1 | pbmc3k | 2941 | 954 |
| GATATAACAAGGTA-1 | pbmc3k | 3232 | 1059 |
| GATATAACACGCAT-1 | pbmc3k | 2246 | 695 |
| GATATATGCTGGAT-1 | pbmc3k | 2668 | 786 |
| GATATATGTCCGTC-1 | pbmc3k | 1819 | 743 |
| GATATATGTGGAGG-1 | pbmc3k | 3773 | 1209 |
| GATATCCTAGAAGT-1 | pbmc3k | 2301 | 892 |
| GATATCCTCCCGTT-1 | pbmc3k | 1070 | 490 |
| GATATTGACAGGAG-1 | pbmc3k | 1735 | 743 |
| GATATTGACGAGTT-1 | pbmc3k | 4409 | 1446 |
| GATATTGAGCCAAT-1 | pbmc3k | 2421 | 764 |
| GATCCCTGACCTTT-1 | pbmc3k | 2213 | 1050 |
| GATCCCTGTGTAGC-1 | pbmc3k | 2322 | 851 |
| GATCCGCTGGTCAT-1 | pbmc3k | 3066 | 1114 |
| GATCGAACCGAGAG-1 | pbmc3k | 4587 | 1425 |
| GATCGATGACTAGC-1 | pbmc3k | 1136 | 554 |
| GATCGATGGTAAAG-1 | pbmc3k | 1771 | 612 |
| GATCGATGTAAGGA-1 | pbmc3k | 2504 | 854 |
| GATCGTGACACTAG-1 | pbmc3k | 2249 | 786 |
| GATCGTGATTCACT-1 | pbmc3k | 2068 | 889 |
| GATCTACTGGTGAG-1 | pbmc3k | 1967 | 782 |
| GATCTACTTTGCAG-1 | pbmc3k | 1624 | 712 |
| GATCTTACACCCAA-1 | pbmc3k | 3608 | 1323 |
| GATCTTACCCTACC-1 | pbmc3k | 2802 | 920 |
| GATCTTACGAATAG-1 | pbmc3k | 1541 | 681 |
| GATCTTACGAGATA-1 | pbmc3k | 2197 | 790 |
| GATGCAACTCCAGA-1 | pbmc3k | 2486 | 845 |
| GATGCCCTACGTAC-1 | pbmc3k | 2808 | 1010 |
| GATGCCCTCTCATT-1 | pbmc3k | 2402 | 838 |
| GATGCCCTGGCAAG-1 | pbmc3k | 2299 | 806 |
| GATGCCCTTTTGCT-1 | pbmc3k | 1522 | 584 |
| GATTACCTTGTTCT-1 | pbmc3k | 2468 | 878 |
| GATTCGGAACGACT-1 | pbmc3k | 2623 | 779 |
| GATTCGGACAGGAG-1 | pbmc3k | 2871 | 1008 |
| GATTCGGAGAAGGC-1 | pbmc3k | 3633 | 1181 |
| GATTCTTGATTCGG-1 | pbmc3k | 3001 | 1149 |
| GATTCTTGCCGATA-1 | pbmc3k | 2258 | 808 |
| GATTCTTGCGAGTT-1 | pbmc3k | 1547 | 604 |
| GATTGGACCCGTTC-1 | pbmc3k | 3465 | 1155 |
| GATTGGACGGTGTT-1 | pbmc3k | 1759 | 714 |
| GATTGGACTTTCGT-1 | pbmc3k | 1632 | 640 |
| GATTGGTGTGTCAG-1 | pbmc3k | 3235 | 1087 |
| GATTTAGACACTCC-1 | pbmc3k | 4119 | 1290 |
| GATTTAGACTAAGC-1 | pbmc3k | 2964 | 1193 |
| GATTTAGATTCGTT-1 | pbmc3k | 662 | 323 |
| GATTTGCTAACGAA-1 | pbmc3k | 2322 | 804 |
| GATTTGCTAACGGG-1 | pbmc3k | 691 | 370 |
| GCAACCCTCCTCGT-1 | pbmc3k | 744 | 359 |
| GCAACTGATTGCGA-1 | pbmc3k | 2803 | 853 |
| GCAAGACTACTGGT-1 | pbmc3k | 2894 | 1165 |
| GCAAGACTAGGTCT-1 | pbmc3k | 2191 | 836 |
| GCAAGACTCCCTTG-1 | pbmc3k | 2701 | 923 |
| GCAATCGACTGCAA-1 | pbmc3k | 2344 | 861 |
| GCAATCGAGACGTT-1 | pbmc3k | 3898 | 1283 |
| GCAATCGATCCTTA-1 | pbmc3k | 3053 | 1010 |
| GCAATTCTCGTGTA-1 | pbmc3k | 2592 | 889 |
| GCAATTCTTCTCCG-1 | pbmc3k | 3261 | 983 |
| GCACAAACAATGCC-1 | pbmc3k | 1238 | 510 |
| GCACAAACGGTACT-1 | pbmc3k | 2829 | 939 |
| GCACAATGGTGCAT-1 | pbmc3k | 2610 | 881 |
| GCACACCTGTGCTA-1 | pbmc3k | 1374 | 695 |
| GCACCACTCATGAC-1 | pbmc3k | 3641 | 1208 |
| GCACCACTGTTTGG-1 | pbmc3k | 776 | 362 |
| GCACCACTTCCTTA-1 | pbmc3k | 1945 | 969 |
| GCACCACTTTCGGA-1 | pbmc3k | 3246 | 1135 |
| GCACCTACGCGATT-1 | pbmc3k | 4271 | 1236 |
| GCACCTTGGCTGTA-1 | pbmc3k | 1753 | 580 |
| GCACCTTGGGGAGT-1 | pbmc3k | 3739 | 1102 |
| GCACGGACCAGCTA-1 | pbmc3k | 3169 | 972 |
| GCACGGTGACCTCC-1 | pbmc3k | 2261 | 824 |
| GCACGGTGCTATGG-1 | pbmc3k | 3103 | 1168 |
| GCACTAGAACGGGA-1 | pbmc3k | 2491 | 919 |
| GCACTAGAAGATGA-1 | pbmc3k | 1545 | 637 |
| GCACTAGACCTTTA-1 | pbmc3k | 3626 | 1176 |
| GCACTAGACGTAAC-1 | pbmc3k | 743 | 376 |
| GCACTAGAGTCGTA-1 | pbmc3k | 2419 | 977 |
| GCACTAGATGCAAC-1 | pbmc3k | 2664 | 913 |
| GCACTGCTGAGGCA-1 | pbmc3k | 3471 | 1120 |
| GCAGATACAGCGTT-1 | pbmc3k | 2092 | 791 |
| GCAGATACGACGGA-1 | pbmc3k | 1670 | 619 |
| GCAGATACGCAGAG-1 | pbmc3k | 2140 | 750 |
| GCAGCCGACAGTCA-1 | pbmc3k | 3034 | 910 |
| GCAGCGTGCACTCC-1 | pbmc3k | 2298 | 775 |
| GCAGCTCTCAATCG-1 | pbmc3k | 1858 | 659 |
| GCAGCTCTGTTTCT-1 | pbmc3k | 1684 | 762 |
| GCAGGGCTAAGAAC-1 | pbmc3k | 2968 | 767 |
| GCAGGGCTAAGGGC-1 | pbmc3k | 1464 | 673 |
| GCAGGGCTATCGAC-1 | pbmc3k | 1980 | 943 |
| GCAGGGCTTGGGAG-1 | pbmc3k | 2194 | 939 |
| GCAGTCCTAACTGC-1 | pbmc3k | 2107 | 761 |
| GCAGTCCTCTCTTA-1 | pbmc3k | 1830 | 725 |
| GCATCAGATGCGTA-1 | pbmc3k | 2047 | 767 |
| GCATGTGACAAGCT-1 | pbmc3k | 2949 | 871 |
| GCATTGGAGAAGGC-1 | pbmc3k | 3069 | 1043 |
| GCCAAAACGAGGCA-1 | pbmc3k | 2087 | 850 |
| GCCAAATGATCGAC-1 | pbmc3k | 2886 | 994 |
| GCCAACCTACGGTT-1 | pbmc3k | 2141 | 680 |
| GCCAACCTCGCCTT-1 | pbmc3k | 1770 | 595 |
| GCCACGGAGGCGAA-1 | pbmc3k | 1999 | 699 |
| GCCACGGATACTGG-1 | pbmc3k | 2407 | 749 |
| GCCACTACCTACTT-1 | pbmc3k | 1736 | 681 |
| GCCACTACGTCTTT-1 | pbmc3k | 2096 | 735 |
| GCCCAACTACCGAT-1 | pbmc3k | 2575 | 887 |
| GCCCAACTATGGTC-1 | pbmc3k | 1831 | 683 |
| GCCCATACAGCGTT-1 | pbmc3k | 1957 | 778 |
| GCCGACGAACTCTT-1 | pbmc3k | 2980 | 984 |
| GCCGAGTGCGTTGA-1 | pbmc3k | 3190 | 988 |
| GCCGGAACGAACTC-1 | pbmc3k | 2325 | 830 |
| GCCGGAACGTTCTT-1 | pbmc3k | 1581 | 809 |
| GCCGGAACTGCACA-1 | pbmc3k | 1591 | 685 |
| GCCGGAACTTACTC-1 | pbmc3k | 2019 | 782 |
| GCCGTACTACCTGA-1 | pbmc3k | 2258 | 642 |
| GCCGTACTGGCAAG-1 | pbmc3k | 1696 | 740 |
| GCCTACACAGTTCG-1 | pbmc3k | 2056 | 959 |
| GCCTACACCACTGA-1 | pbmc3k | 2617 | 906 |
| GCCTACACCTTGAG-1 | pbmc3k | 2816 | 828 |
| GCCTAGCTACGGAG-1 | pbmc3k | 1727 | 618 |
| GCCTAGCTCTATTC-1 | pbmc3k | 2418 | 821 |
| GCCTAGCTTCTCAT-1 | pbmc3k | 2154 | 716 |
| GCCTAGCTTCTCTA-1 | pbmc3k | 3409 | 1208 |
| GCCTCAACCATGGT-1 | pbmc3k | 2602 | 800 |
| GCCTCAACTCTTTG-1 | pbmc3k | 5981 | 1954 |
| GCCTCATGTCTTAC-1 | pbmc3k | 2173 | 749 |
| GCCTGACTCTCAAG-1 | pbmc3k | 2001 | 754 |
| GCGAAGGAACTCTT-1 | pbmc3k | 1247 | 570 |
| GCGAAGGAGAGCTT-1 | pbmc3k | 10275 | 2703 |
| GCGAAGGATGCCAA-1 | pbmc3k | 2464 | 827 |
| GCGAGAGAGGGACA-1 | pbmc3k | 1881 | 719 |
| GCGAGCACTGTCGA-1 | pbmc3k | 611 | 334 |
| GCGAGCACTTGACG-1 | pbmc3k | 2281 | 800 |
| GCGAGCACTTGCTT-1 | pbmc3k | 3144 | 1001 |
| GCGATATGGTACGT-1 | pbmc3k | 2070 | 885 |
| GCGATATGGTGTTG-1 | pbmc3k | 1762 | 631 |
| GCGCACGAAGTCGT-1 | pbmc3k | 2262 | 755 |
| GCGCACGACTTTAC-1 | pbmc3k | 1686 | 628 |
| GCGCATCTAGGTCT-1 | pbmc3k | 1395 | 550 |
| GCGCATCTGGTTAC-1 | pbmc3k | 2513 | 979 |
| GCGCATCTTCGATG-1 | pbmc3k | 2295 | 765 |
| GCGCATCTTGCTCC-1 | pbmc3k | 1995 | 835 |
| GCGCATCTTTCTAC-1 | pbmc3k | 2507 | 776 |
| GCGCGAACGTTCTT-1 | pbmc3k | 1659 | 637 |
| GCGCGATGAACGGG-1 | pbmc3k | 2632 | 857 |
| GCGCGATGGTGCAT-1 | pbmc3k | 3225 | 1410 |
| GCGGAGCTCCTGAA-1 | pbmc3k | 1951 | 746 |
| GCGGCAACCCGATA-1 | pbmc3k | 2371 | 778 |
| GCGGCAACGGAGGT-1 | pbmc3k | 1319 | 539 |
| GCGGCAACTGTCGA-1 | pbmc3k | 699 | 365 |
| GCGTAAACACGGTT-1 | pbmc3k | 5924 | 1625 |
| GCGTAATGCACCAA-1 | pbmc3k | 3965 | 1375 |
| GCGTATGAACACCA-1 | pbmc3k | 2130 | 687 |
| GCGTATGATGAGAA-1 | pbmc3k | 2731 | 1000 |
| GCTACAGAAAGGTA-1 | pbmc3k | 2450 | 805 |
| GCTACAGAATCTTC-1 | pbmc3k | 648 | 337 |
| GCTACAGATCTTAC-1 | pbmc3k | 2112 | 734 |
| GCTACCTGAGAAGT-1 | pbmc3k | 3293 | 1101 |
| GCTACCTGATCACG-1 | pbmc3k | 2168 | 796 |
| GCTACGCTAGAATG-1 | pbmc3k | 2978 | 964 |
| GCTACGCTAGCTAC-1 | pbmc3k | 2110 | 782 |
| GCTACGCTCCCTAC-1 | pbmc3k | 2757 | 1016 |
| GCTAGAACAGAGGC-1 | pbmc3k | 1512 | 641 |
| GCTAGAACGGATCT-1 | pbmc3k | 2698 | 965 |
| GCTAGAACTCCCGT-1 | pbmc3k | 1102 | 434 |
| GCTAGATGAGCTCA-1 | pbmc3k | 2305 | 826 |
| GCTAGATGGCGATT-1 | pbmc3k | 2014 | 777 |
| GCTATACTAAGGCG-1 | pbmc3k | 3086 | 998 |
| GCTATACTAGCGTT-1 | pbmc3k | 1509 | 601 |
| GCTATACTCTCTTA-1 | pbmc3k | 2779 | 795 |
| GCTATACTGGACGA-1 | pbmc3k | 2823 | 944 |
| GCTCAAGAACCATG-1 | pbmc3k | 5552 | 1674 |
| GCTCAAGAAGTCAC-1 | pbmc3k | 3219 | 1123 |
| GCTCAGCTGTCTAG-1 | pbmc3k | 1682 | 595 |
| GCTCCATGAGAAGT-1 | pbmc3k | 2129 | 994 |
| GCTCCATGCCGAAT-1 | pbmc3k | 1953 | 719 |
| GCTCGACTCTAGTG-1 | pbmc3k | 1417 | 587 |
| GCTGATGAGGTATC-1 | pbmc3k | 1907 | 758 |
| GCTTAACTACAGTC-1 | pbmc3k | 916 | 452 |
| GCTTAACTACTGGT-1 | pbmc3k | 1796 | 778 |
| GCTTAACTGCTGAT-1 | pbmc3k | 2605 | 836 |
| GCTTAACTTAGACC-1 | pbmc3k | 1124 | 515 |
| GCTTAACTTCAGTG-1 | pbmc3k | 2709 | 844 |
| GGAACACTCACTTT-1 | pbmc3k | 778 | 392 |
| GGAACACTTCAGAC-1 | pbmc3k | 623 | 278 |
| GGAACTACTACTTC-1 | pbmc3k | 1803 | 707 |
| GGAACTTGAAGGTA-1 | pbmc3k | 3452 | 1158 |
| GGAACTTGAGAATG-1 | pbmc3k | 2301 | 794 |
| GGAACTTGCTCCAC-1 | pbmc3k | 2403 | 892 |
| GGAACTTGGGTAGG-1 | pbmc3k | 1740 | 585 |
| GGAAGGACATCGGT-1 | pbmc3k | 1386 | 558 |
| GGAAGGACCACTAG-1 | pbmc3k | 2052 | 857 |
| GGAAGGACGAGGGT-1 | pbmc3k | 2879 | 877 |
| GGAAGGACGCGAAG-1 | pbmc3k | 2168 | 857 |
| GGAAGGTGGCGAGA-1 | pbmc3k | 1630 | 839 |
| GGAATCTGAAGGGC-1 | pbmc3k | 1733 | 642 |
| GGAATCTGAGGAGC-1 | pbmc3k | 3498 | 1305 |
| GGAATCTGCTTAGG-1 | pbmc3k | 1512 | 594 |
| GGAATCTGCTTGTT-1 | pbmc3k | 3348 | 1179 |
| GGAATCTGGGAGGT-1 | pbmc3k | 2667 | 908 |
| GGAATGCTTTCTAC-1 | pbmc3k | 2252 | 708 |
| GGACAGGAAAGGGC-1 | pbmc3k | 2172 | 817 |
| GGACAGGAGTGCTA-1 | pbmc3k | 2024 | 814 |
| GGACAGGATCTCGC-1 | pbmc3k | 2190 | 840 |
| GGACCCGAAGCTAC-1 | pbmc3k | 3320 | 1194 |
| GGACCGTGCTTACT-1 | pbmc3k | 1554 | 639 |
| GGACCGTGGGAACG-1 | pbmc3k | 4455 | 1425 |
| GGACCGTGTAACGC-1 | pbmc3k | 2912 | 945 |
| GGACCTCTGTAAGA-1 | pbmc3k | 2396 | 897 |
| GGACCTCTTTTCTG-1 | pbmc3k | 2023 | 851 |
| GGACGAGAGTGTCA-1 | pbmc3k | 930 | 460 |
| GGACGCTGACGCAT-1 | pbmc3k | 3046 | 1096 |
| GGACGCTGCTAGCA-1 | pbmc3k | 3128 | 823 |
| GGACGCTGTCCTCG-1 | pbmc3k | 1529 | 780 |
| GGAGAGACGTGAGG-1 | pbmc3k | 2676 | 931 |
| GGAGCAGATTCAGG-1 | pbmc3k | 1323 | 541 |
| GGAGCCACCTTCTA-1 | pbmc3k | 3349 | 1135 |
| GGAGCGCTACGCAT-1 | pbmc3k | 3764 | 1223 |
| GGAGCGCTCCGAAT-1 | pbmc3k | 3243 | 994 |
| GGAGGATGCCACCT-1 | pbmc3k | 1585 | 572 |
| GGAGGATGGTTGAC-1 | pbmc3k | 1790 | 778 |
| GGAGGATGTCAGTG-1 | pbmc3k | 2009 | 765 |
| GGAGGCCTCGTTGA-1 | pbmc3k | 1941 | 906 |
| GGAGGCCTTTCTTG-1 | pbmc3k | 2407 | 792 |
| GGAGGTGATACGCA-1 | pbmc3k | 2326 | 753 |
| GGAGGTGATCGCTC-1 | pbmc3k | 1811 | 770 |
| GGATACTGCAGCTA-1 | pbmc3k | 2650 | 852 |
| GGATACTGTCTAGG-1 | pbmc3k | 2713 | 934 |
| GGATAGCTCGTCTC-1 | pbmc3k | 3052 | 1046 |
| GGATAGCTCTGAAC-1 | pbmc3k | 2051 | 817 |
| GGATGTACCAAAGA-1 | pbmc3k | 1886 | 644 |
| GGATGTACGCGAAG-1 | pbmc3k | 1594 | 618 |
| GGATGTACGTCTTT-1 | pbmc3k | 562 | 314 |
| GGATGTACGTGTCA-1 | pbmc3k | 1635 | 723 |
| GGATTTCTAGGTTC-1 | pbmc3k | 1900 | 735 |
| GGATTTCTTTGTCT-1 | pbmc3k | 3343 | 1160 |
| GGCAAGGAAAAAGC-1 | pbmc3k | 2374 | 1078 |
| GGCAAGGAAGAAGT-1 | pbmc3k | 2710 | 867 |
| GGCAAGGACTTGGA-1 | pbmc3k | 3092 | 1030 |
| GGCAAGGAGGACTT-1 | pbmc3k | 2909 | 913 |
| GGCAATACGCTAAC-1 | pbmc3k | 1076 | 474 |
| GGCAATACGGCATT-1 | pbmc3k | 1107 | 488 |
| GGCAATACGTTTCT-1 | pbmc3k | 2075 | 795 |
| GGCACGTGGCTTAG-1 | pbmc3k | 3599 | 1200 |
| GGCACGTGTGAGAA-1 | pbmc3k | 10349 | 2685 |
| GGCACTCTTTTGTC-1 | pbmc3k | 2542 | 994 |
| GGCATATGCTTATC-1 | pbmc3k | 1939 | 897 |
| GGCATATGGGGAGT-1 | pbmc3k | 575 | 212 |
| GGCATATGTGTGAC-1 | pbmc3k | 5303 | 1584 |
| GGCCACGACAGAGG-1 | pbmc3k | 890 | 426 |
| GGCCAGACTGGTTG-1 | pbmc3k | 2562 | 945 |
| GGCCCAGAAAGTAG-1 | pbmc3k | 2684 | 935 |
| GGCCGAACAACGAA-1 | pbmc3k | 2353 | 723 |
| GGCCGAACGCAGAG-1 | pbmc3k | 837 | 380 |
| GGCCGAACGTAGGG-1 | pbmc3k | 1808 | 714 |
| GGCCGAACTCTAGG-1 | pbmc3k | 1494 | 739 |
| GGCCGATGCAGGAG-1 | pbmc3k | 2877 | 930 |
| GGCCGATGCCGAAT-1 | pbmc3k | 2614 | 971 |
| GGCCGATGTACTCT-1 | pbmc3k | 2606 | 771 |
| GGCGACACTGCCCT-1 | pbmc3k | 4438 | 1494 |
| GGCGACTGCGTAAC-1 | pbmc3k | 2522 | 904 |
| GGCGCATGCCTAAG-1 | pbmc3k | 2095 | 797 |
| GGCGCATGCTCCAC-1 | pbmc3k | 2534 | 952 |
| GGCGCATGTGGAAA-1 | pbmc3k | 1200 | 470 |
| GGCGGACTAGAGGC-1 | pbmc3k | 1759 | 820 |
| GGCGGACTAGGAGC-1 | pbmc3k | 1974 | 805 |
| GGCGGACTCTGACA-1 | pbmc3k | 2075 | 713 |
| GGCGGACTCTTGGA-1 | pbmc3k | 1933 | 827 |
| GGCGGACTTACTGG-1 | pbmc3k | 2403 | 726 |
| GGCGGACTTGAACC-1 | pbmc3k | 2110 | 771 |
| GGCTAAACACCTGA-1 | pbmc3k | 2433 | 975 |
| GGCTAAACTCTTAC-1 | pbmc3k | 2665 | 854 |
| GGCTAATGAGCACT-1 | pbmc3k | 1650 | 727 |
| GGCTAATGGTCTAG-1 | pbmc3k | 2253 | 759 |
| GGCTCACTACTCAG-1 | pbmc3k | 3515 | 1083 |
| GGGAACGAAGCTCA-1 | pbmc3k | 4319 | 1554 |
| GGGAACGACACAAC-1 | pbmc3k | 1711 | 691 |
| GGGAACGAGTGTCA-1 | pbmc3k | 1148 | 558 |
| GGGAAGTGTTGAGC-1 | pbmc3k | 1553 | 625 |
| GGGACCACACGTTG-1 | pbmc3k | 1863 | 795 |
| GGGACCACAGAACA-1 | pbmc3k | 2090 | 749 |
| GGGACCACGAATAG-1 | pbmc3k | 2384 | 837 |
| GGGACCACGTCATG-1 | pbmc3k | 2558 | 797 |
| GGGACCACTCAAGC-1 | pbmc3k | 1064 | 453 |
| GGGACCACTCGTGA-1 | pbmc3k | 2290 | 733 |
| GGGACCACTGCATG-1 | pbmc3k | 1929 | 604 |
| GGGACCTGACCCTC-1 | pbmc3k | 3079 | 1028 |
| GGGACCTGCTTGCC-1 | pbmc3k | 2338 | 803 |
| GGGACCTGTGGAGG-1 | pbmc3k | 1762 | 669 |
| GGGATGGACGACAT-1 | pbmc3k | 1307 | 503 |
| GGGATGGATACTTC-1 | pbmc3k | 2272 | 858 |
| GGGATGGATGGTTG-1 | pbmc3k | 2068 | 832 |
| GGGATTACGTCTAG-1 | pbmc3k | 3000 | 1018 |
| GGGCAAGATGCATG-1 | pbmc3k | 1424 | 585 |
| GGGCACACGGTGAG-1 | pbmc3k | 4254 | 1221 |
| GGGCACACGTTGCA-1 | pbmc3k | 4081 | 1286 |
| GGGCAGCTTGGGAG-1 | pbmc3k | 2245 | 902 |
| GGGCAGCTTTTCTG-1 | pbmc3k | 2333 | 752 |
| GGGCCAACCTTGGA-1 | pbmc3k | 8415 | 2013 |
| GGGCCAACGCGTTA-1 | pbmc3k | 2177 | 773 |
| GGGCCAACTACGCA-1 | pbmc3k | 1432 | 663 |
| GGGCCAACTCCAAG-1 | pbmc3k | 2437 | 840 |
| GGGCCATGATGGTC-1 | pbmc3k | 2480 | 851 |
| GGGCCATGTTGACG-1 | pbmc3k | 2262 | 887 |
| GGGTAACTCAGCTA-1 | pbmc3k | 3427 | 1079 |
| GGGTAACTCTAGTG-1 | pbmc3k | 1770 | 653 |
| GGGTAACTCTGGAT-1 | pbmc3k | 1948 | 674 |
| GGGTTAACGTGCAT-1 | pbmc3k | 1812 | 908 |
| GGTAAAGAGCTAAC-1 | pbmc3k | 1614 | 734 |
| GGTACAACTGCAAC-1 | pbmc3k | 2654 | 909 |
| GGTACATGAAAGCA-1 | pbmc3k | 1697 | 670 |
| GGTACATGAGCTCA-1 | pbmc3k | 1751 | 800 |
| GGTACATGCGGTAT-1 | pbmc3k | 1373 | 539 |
| GGTACATGGTTACG-1 | pbmc3k | 1928 | 697 |
| GGTACATGTGGGAG-1 | pbmc3k | 2747 | 941 |
| GGTACTGAACTCTT-1 | pbmc3k | 2048 | 826 |
| GGTAGTACACCACA-1 | pbmc3k | 2290 | 800 |
| GGTAGTACACTAGC-1 | pbmc3k | 1655 | 642 |
| GGTAGTACCCTGTC-1 | pbmc3k | 2091 | 733 |
| GGTAGTACGCCATA-1 | pbmc3k | 1345 | 605 |
| GGTAGTACTGTCTT-1 | pbmc3k | 2747 | 991 |
| GGTATCGAGACAAA-1 | pbmc3k | 809 | 379 |
| GGTATCGATGAACC-1 | pbmc3k | 1507 | 561 |
| GGTCAAACCAAAGA-1 | pbmc3k | 2389 | 844 |
| GGTCTAGAGAAACA-1 | pbmc3k | 2333 | 787 |
| GGTCTAGATAGCGT-1 | pbmc3k | 4660 | 1460 |
| GGTGATACCGACTA-1 | pbmc3k | 1694 | 728 |
| GGTGATACGACTAC-1 | pbmc3k | 2716 | 940 |
| GGTGATACTGTTTC-1 | pbmc3k | 2082 | 783 |
| GGTGGAGAAACGGG-1 | pbmc3k | 1394 | 693 |
| GGTGGAGAAGTAGA-1 | pbmc3k | 1897 | 794 |
| GGTGGAGACAGATC-1 | pbmc3k | 1440 | 809 |
| GGTGGAGATCGATG-1 | pbmc3k | 2296 | 827 |
| GGTGGAGATCTCTA-1 | pbmc3k | 1832 | 647 |
| GGTGGAGATTACTC-1 | pbmc3k | 2452 | 880 |
| GGTTTACTACGCAT-1 | pbmc3k | 2344 | 970 |
| GTAACGTGACCTCC-1 | pbmc3k | 4521 | 1321 |
| GTAACGTGATCGGT-1 | pbmc3k | 1887 | 679 |
| GTAACGTGCAGCTA-1 | pbmc3k | 2107 | 772 |
| GTAACGTGGTTGAC-1 | pbmc3k | 2304 | 781 |
| GTAAGCACAACGGG-1 | pbmc3k | 2030 | 766 |
| GTAAGCACTCATTC-1 | pbmc3k | 1137 | 519 |
| GTAAGCTGGTACCA-1 | pbmc3k | 1449 | 670 |
| GTAATAACCTTCTA-1 | pbmc3k | 2207 | 795 |
| GTAATAACGTTGTG-1 | pbmc3k | 2117 | 643 |
| GTACCCTGACAGTC-1 | pbmc3k | 5049 | 1548 |
| GTACCCTGGAGCTT-1 | pbmc3k | 2350 | 756 |
| GTACCCTGTCCTTA-1 | pbmc3k | 1631 | 723 |
| GTACCCTGTGAACC-1 | pbmc3k | 2510 | 787 |
| GTACGTGAACGTTG-1 | pbmc3k | 1741 | 642 |
| GTACTTTGTCGACA-1 | pbmc3k | 2420 | 856 |
| GTAGACTGAGATGA-1 | pbmc3k | 2139 | 825 |
| GTAGACTGTATTCC-1 | pbmc3k | 2008 | 730 |
| GTAGCAACAGTCGT-1 | pbmc3k | 2231 | 830 |
| GTAGCAACCATTTC-1 | pbmc3k | 1655 | 651 |
| GTAGCAACGGTAGG-1 | pbmc3k | 955 | 429 |
| GTAGCATGCACTCC-1 | pbmc3k | 1680 | 641 |
| GTAGCATGTAAGCC-1 | pbmc3k | 1542 | 635 |
| GTAGCCCTGACGTT-1 | pbmc3k | 2451 | 810 |
| GTAGCTGAAGCTAC-1 | pbmc3k | 5102 | 1526 |
| GTAGCTGAATTCGG-1 | pbmc3k | 2429 | 858 |
| GTAGGTACACGGGA-1 | pbmc3k | 2857 | 971 |
| GTAGTGACCTCATT-1 | pbmc3k | 2327 | 743 |
| GTAGTGTGAGCGGA-1 | pbmc3k | 2053 | 866 |
| GTAGTGTGAGGCGA-1 | pbmc3k | 1146 | 506 |
| GTAGTGTGTGGTTG-1 | pbmc3k | 1968 | 623 |
| GTATCACTGGTAGG-1 | pbmc3k | 2502 | 922 |
| GTATCTACAGAAGT-1 | pbmc3k | 2282 | 974 |
| GTATCTACGACGAG-1 | pbmc3k | 1938 | 800 |
| GTATCTACGTTACG-1 | pbmc3k | 2807 | 1013 |
| GTATTAGAAACAGA-1 | pbmc3k | 3487 | 1426 |
| GTATTAGAGGTCTA-1 | pbmc3k | 1408 | 584 |
| GTATTCACACAGCT-1 | pbmc3k | 1804 | 690 |
| GTATTCACGGGTGA-1 | pbmc3k | 1739 | 702 |
| GTCAACGACACTGA-1 | pbmc3k | 3628 | 1175 |
| GTCAACGAGTGTAC-1 | pbmc3k | 2148 | 806 |
| GTCAACGATCAGGT-1 | pbmc3k | 554 | 323 |
| GTCAATCTACACCA-1 | pbmc3k | 2272 | 882 |
| GTCAATCTGTAGCT-1 | pbmc3k | 3332 | 1245 |
| GTCAATCTTGTGGT-1 | pbmc3k | 2260 | 764 |
| GTCACCTGCCTCCA-1 | pbmc3k | 2126 | 742 |
| GTCACCTGTCCCGT-1 | pbmc3k | 2794 | 905 |
| GTCATACTAATCGC-1 | pbmc3k | 1607 | 663 |
| GTCATACTGCGATT-1 | pbmc3k | 1456 | 668 |
| GTCATACTTCGCCT-1 | pbmc3k | 979 | 359 |
| GTCATACTTTACCT-1 | pbmc3k | 1859 | 792 |
| GTCATACTTTGACG-1 | pbmc3k | 2734 | 955 |
| GTCCAAGAAAAACG-1 | pbmc3k | 2260 | 765 |
| GTCCACTGACCTCC-1 | pbmc3k | 3330 | 935 |
| GTCCACTGGGTACT-1 | pbmc3k | 4414 | 1396 |
| GTCCAGCTACGGGA-1 | pbmc3k | 2634 | 942 |
| GTCCCATGTGGTGT-1 | pbmc3k | 4744 | 1467 |
| GTCGAATGAAGGCG-1 | pbmc3k | 2119 | 904 |
| GTCGACCTGAATGA-1 | pbmc3k | 1550 | 812 |
| GTCGACCTGTTCAG-1 | pbmc3k | 1832 | 568 |
| GTCGCACTTGAGAA-1 | pbmc3k | 4063 | 1374 |
| GTCTAACTGGTCTA-1 | pbmc3k | 3369 | 1058 |
| GTCTAGGAGCTTCC-1 | pbmc3k | 3650 | 1211 |
| GTGAACACACTCTT-1 | pbmc3k | 2214 | 693 |
| GTGAACACAGATCC-1 | pbmc3k | 871 | 424 |
| GTGAACACTCAGGT-1 | pbmc3k | 1243 | 530 |
| GTGACCCTTAAGCC-1 | pbmc3k | 1895 | 675 |
| GTGATGACAAGTGA-1 | pbmc3k | 6329 | 1815 |
| GTGATGACCTGAGT-1 | pbmc3k | 1095 | 502 |
| GTGATGACGGTTTG-1 | pbmc3k | 2084 | 801 |
| GTGATTCTCATTTC-1 | pbmc3k | 2567 | 941 |
| GTGATTCTCTCTCG-1 | pbmc3k | 2595 | 872 |
| GTGATTCTGGTTCA-1 | pbmc3k | 1653 | 810 |
| GTGATTCTGTCGAT-1 | pbmc3k | 1991 | 694 |
| GTGATTCTTAGCGT-1 | pbmc3k | 1343 | 493 |
| GTGCCACTCAGGAG-1 | pbmc3k | 1895 | 658 |
| GTGGATTGCACTAG-1 | pbmc3k | 4560 | 1466 |
| GTGGATTGCGGAGA-1 | pbmc3k | 2773 | 975 |
| GTGGATTGTAACGC-1 | pbmc3k | 2764 | 832 |
| GTGTACGATCAGTG-1 | pbmc3k | 1979 | 689 |
| GTGTAGTGGGTACT-1 | pbmc3k | 2625 | 919 |
| GTGTATCTAGCCTA-1 | pbmc3k | 1432 | 623 |
| GTGTATCTAGTAGA-1 | pbmc3k | 4442 | 1426 |
| GTGTATCTGTTACG-1 | pbmc3k | 2120 | 815 |
| GTGTCAGAAGCGTT-1 | pbmc3k | 2052 | 905 |
| GTGTCAGAATGCTG-1 | pbmc3k | 749 | 325 |
| GTTAAAACCGAGAG-1 | pbmc3k | 2019 | 956 |
| GTTAAAACTTCGCC-1 | pbmc3k | 2059 | 676 |
| GTTAAATGCTCGAA-1 | pbmc3k | 2650 | 764 |
| GTTAAATGTCGACA-1 | pbmc3k | 3778 | 1202 |
| GTTAACCTAGCTAC-1 | pbmc3k | 2447 | 826 |
| GTTAACCTTGCTTT-1 | pbmc3k | 6097 | 1643 |
| GTTAGGTGCACTCC-1 | pbmc3k | 1389 | 552 |
| GTTAGGTGCCAGTA-1 | pbmc3k | 4971 | 1496 |
| GTTAGGTGCCCAAA-1 | pbmc3k | 2189 | 953 |
| GTTAGGTGGAACTC-1 | pbmc3k | 1652 | 646 |
| GTTAGTCTAAGAAC-1 | pbmc3k | 1153 | 536 |
| GTTATAGAGGACAG-1 | pbmc3k | 2052 | 785 |
| GTTATGCTTTCATC-1 | pbmc3k | 2427 | 810 |
| GTTCAACTGGGACA-1 | pbmc3k | 1501 | 759 |
| GTTCAACTTATGCG-1 | pbmc3k | 2656 | 861 |
| GTTGACGAGCCCTT-1 | pbmc3k | 1898 | 837 |
| GTTGACGATATCGG-1 | pbmc3k | 2262 | 1100 |
| GTTGAGTGGTCTTT-1 | pbmc3k | 4394 | 1389 |
| GTTGAGTGTGCTTT-1 | pbmc3k | 3840 | 1042 |
| GTTGATCTGGGACA-1 | pbmc3k | 943 | 371 |
| GTTGATCTTTTCAC-1 | pbmc3k | 2460 | 970 |
| GTTGGATGTTTACC-1 | pbmc3k | 4436 | 1362 |
| GTTGTACTATTCCT-1 | pbmc3k | 3101 | 1135 |
| GTTGTACTTTTGGG-1 | pbmc3k | 2402 | 845 |
| GTTTAAGACCATGA-1 | pbmc3k | 2598 | 935 |
| GTTTAAGACTGTCC-1 | pbmc3k | 1584 | 710 |
| TAAACAACCAACCA-1 | pbmc3k | 3425 | 1070 |
| TAAACAACGAATCC-1 | pbmc3k | 2815 | 911 |
| TAAAGACTCAGGAG-1 | pbmc3k | 2373 | 853 |
| TAAATCGATGAGGG-1 | pbmc3k | 2035 | 758 |
| TAACAATGTGCCCT-1 | pbmc3k | 1343 | 654 |
| TAACACCTTCGCTC-1 | pbmc3k | 2754 | 980 |
| TAACACCTTCGTAG-1 | pbmc3k | 3282 | 1192 |
| TAACACCTTGTTTC-1 | pbmc3k | 999 | 394 |
| TAACATGACACTAG-1 | pbmc3k | 3388 | 1121 |
| TAACCGGACTTACT-1 | pbmc3k | 2009 | 616 |
| TAACGTCTCAACCA-1 | pbmc3k | 1930 | 746 |
| TAACGTCTCATTGG-1 | pbmc3k | 2567 | 876 |
| TAACTAGAATTTCC-1 | pbmc3k | 2537 | 948 |
| TAACTAGACTTAGG-1 | pbmc3k | 2921 | 965 |
| TAACTAGATCTGGA-1 | pbmc3k | 2348 | 789 |
| TAACTCACGAGGAC-1 | pbmc3k | 1920 | 750 |
| TAACTCACGTACAC-1 | pbmc3k | 2011 | 717 |
| TAACTCACGTATCG-1 | pbmc3k | 3806 | 1197 |
| TAACTCACTCTACT-1 | pbmc3k | 2223 | 948 |
| TAAGAACTGTGTCA-1 | pbmc3k | 1729 | 624 |
| TAAGAGGACTAAGC-1 | pbmc3k | 2017 | 782 |
| TAAGAGGACTTGTT-1 | pbmc3k | 2060 | 913 |
| TAAGATACCCACAA-1 | pbmc3k | 1197 | 532 |
| TAAGATACGGTTCA-1 | pbmc3k | 1465 | 659 |
| TAAGATTGCGTAGT-1 | pbmc3k | 2788 | 912 |
| TAAGATTGTTGCTT-1 | pbmc3k | 2289 | 863 |
| TAAGCGTGAGGTTC-1 | pbmc3k | 2837 | 958 |
| TAAGCGTGGACAAA-1 | pbmc3k | 5189 | 1634 |
| TAAGCGTGGGAAAT-1 | pbmc3k | 2329 | 795 |
| TAAGCGTGTGCTCC-1 | pbmc3k | 4972 | 1502 |
| TAAGGCTGCCATGA-1 | pbmc3k | 2360 | 905 |
| TAAGGCTGCTGCTC-1 | pbmc3k | 2146 | 713 |
| TAAGGCTGTCTCGC-1 | pbmc3k | 3420 | 1195 |
| TAAGGGCTGCTGTA-1 | pbmc3k | 1852 | 867 |
| TAAGGGCTTTACTC-1 | pbmc3k | 2206 | 817 |
| TAAGTAACCGAGAG-1 | pbmc3k | 701 | 374 |
| TAAGTAACCTCCAC-1 | pbmc3k | 1740 | 656 |
| TAAGTAACCTGTAG-1 | pbmc3k | 3395 | 1045 |
| TAAGTAACTTGTCT-1 | pbmc3k | 2112 | 744 |
| TAATGATGAGCGGA-1 | pbmc3k | 2767 | 865 |
| TAATGCCTCATGAC-1 | pbmc3k | 4185 | 1182 |
| TAATGCCTCGTCTC-1 | pbmc3k | 4211 | 1667 |
| TAATGTGAAGATGA-1 | pbmc3k | 1314 | 539 |
| TAATGTGACTGCAA-1 | pbmc3k | 2532 | 942 |
| TAATGTGATTACTC-1 | pbmc3k | 2325 | 838 |
| TACAAATGGGTACT-1 | pbmc3k | 2545 | 925 |
| TACAATGAAAACAG-1 | pbmc3k | 1994 | 795 |
| TACAATGACTTAGG-1 | pbmc3k | 1946 | 732 |
| TACAATGATGCTAG-1 | pbmc3k | 2466 | 831 |
| TACACACTCACACA-1 | pbmc3k | 3128 | 967 |
| TACACACTCTTACT-1 | pbmc3k | 1246 | 620 |
| TACATAGAACGCAT-1 | pbmc3k | 2223 | 814 |
| TACATCACACGGGA-1 | pbmc3k | 1621 | 604 |
| TACATCACCTGTTT-1 | pbmc3k | 4201 | 1390 |
| TACATCACGCTAAC-1 | pbmc3k | 1792 | 652 |
| TACATCACTGAACC-1 | pbmc3k | 4600 | 1507 |
| TACCATTGAGGTTC-1 | pbmc3k | 1531 | 621 |
| TACCATTGCGGGAA-1 | pbmc3k | 2067 | 715 |
| TACCATTGGGGATG-1 | pbmc3k | 1424 | 546 |
| TACCATTGTGAGGG-1 | pbmc3k | 2347 | 862 |
| TACCGGCTGTTGGT-1 | pbmc3k | 2807 | 900 |
| TACGAGTGATCTCT-1 | pbmc3k | 2692 | 853 |
| TACGAGTGATGCTG-1 | pbmc3k | 3687 | 1141 |
| TACGAGTGCGGAGA-1 | pbmc3k | 2264 | 989 |
| TACGAGTGGTTGGT-1 | pbmc3k | 2222 | 858 |
| TACGATCTAGTGTC-1 | pbmc3k | 1421 | 603 |
| TACGATCTCACTGA-1 | pbmc3k | 4200 | 1285 |
| TACGATCTTACGAC-1 | pbmc3k | 1686 | 701 |
| TACGCAGACGTCTC-1 | pbmc3k | 717 | 337 |
| TACGCAGAGAATCC-1 | pbmc3k | 2121 | 859 |
| TACGCCACATTCCT-1 | pbmc3k | 1965 | 766 |
| TACGCCACTCCCAC-1 | pbmc3k | 5286 | 1618 |
| TACGCCACTCCGAA-1 | pbmc3k | 1856 | 714 |
| TACGCGCTCTTCTA-1 | pbmc3k | 1474 | 642 |
| TACGGAACGCGTTA-1 | pbmc3k | 1379 | 593 |
| TACGGCCTGGGACA-1 | pbmc3k | 1557 | 783 |
| TACGGCCTGTCCTC-1 | pbmc3k | 1025 | 419 |
| TACGTACTACGGAG-1 | pbmc3k | 5280 | 1606 |
| TACGTACTCAGTTG-1 | pbmc3k | 2993 | 927 |
| TACGTACTCCCGTT-1 | pbmc3k | 1936 | 739 |
| TACGTTACAGAAGT-1 | pbmc3k | 2256 | 805 |
| TACGTTACCAAGCT-1 | pbmc3k | 1701 | 705 |
| TACTAAGAAAGGTA-1 | pbmc3k | 988 | 491 |
| TACTAAGAATCACG-1 | pbmc3k | 1217 | 513 |
| TACTAAGATGATGC-1 | pbmc3k | 1861 | 765 |
| TACTAAGATTGCGA-1 | pbmc3k | 2549 | 878 |
| TACTACACGAGAGC-1 | pbmc3k | 3236 | 993 |
| TACTACACTTACCT-1 | pbmc3k | 750 | 356 |
| TACTACTGAACCTG-1 | pbmc3k | 1830 | 747 |
| TACTACTGATGTCG-1 | pbmc3k | 2304 | 993 |
| TACTACTGATTCTC-1 | pbmc3k | 2383 | 801 |
| TACTACTGTATGGC-1 | pbmc3k | 2843 | 843 |
| TACTCAACGGTCTA-1 | pbmc3k | 3738 | 1191 |
| TACTCAACTGCTAG-1 | pbmc3k | 2240 | 792 |
| TACTCCCTCAGTTG-1 | pbmc3k | 1553 | 603 |
| TACTCTGAATCGAC-1 | pbmc3k | 1983 | 807 |
| TACTCTGACGAGTT-1 | pbmc3k | 2523 | 881 |
| TACTCTGATTGACG-1 | pbmc3k | 1490 | 680 |
| TACTGGGATCGATG-1 | pbmc3k | 3823 | 1126 |
| TACTGTTGAAAGCA-1 | pbmc3k | 1990 | 791 |
| TACTGTTGAGGCGA-1 | pbmc3k | 1700 | 828 |
| TACTGTTGCTGAAC-1 | pbmc3k | 5187 | 1650 |
| TACTTGACTCCTCG-1 | pbmc3k | 1705 | 786 |
| TACTTGACTGGTGT-1 | pbmc3k | 1598 | 609 |
| TACTTTCTTTTGGG-1 | pbmc3k | 1590 | 663 |
| TAGAAACTAATCGC-1 | pbmc3k | 2207 | 789 |
| TAGAAACTGCTTCC-1 | pbmc3k | 2206 | 848 |
| TAGAAACTGGGATG-1 | pbmc3k | 1371 | 678 |
| TAGAATTGCGACAT-1 | pbmc3k | 1741 | 588 |
| TAGAATTGTATCGG-1 | pbmc3k | 3220 | 928 |
| TAGACGTGCTTGAG-1 | pbmc3k | 1986 | 690 |
| TAGACGTGTCGCTC-1 | pbmc3k | 2593 | 840 |
| TAGAGCACCTTACT-1 | pbmc3k | 1442 | 645 |
| TAGATTGACTTGTT-1 | pbmc3k | 1592 | 620 |
| TAGATTGAGGCATT-1 | pbmc3k | 812 | 426 |
| TAGCATCTCAGCTA-1 | pbmc3k | 1699 | 855 |
| TAGCATCTCCCTCA-1 | pbmc3k | 1138 | 522 |
| TAGCATCTGCTGTA-1 | pbmc3k | 3624 | 1258 |
| TAGCATCTGGGACA-1 | pbmc3k | 2067 | 720 |
| TAGCATCTTGTCGA-1 | pbmc3k | 1753 | 641 |
| TAGCCCACAAAAGC-1 | pbmc3k | 3162 | 995 |
| TAGCCCACAGCCAT-1 | pbmc3k | 2261 | 983 |
| TAGCCCACAGCTAC-1 | pbmc3k | 2171 | 1099 |
| TAGCCCACCCACAA-1 | pbmc3k | 1985 | 606 |
| TAGCCCTGCGGAGA-1 | pbmc3k | 2042 | 702 |
| TAGCCGCTTACGAC-1 | pbmc3k | 2793 | 944 |
| TAGCCGCTTACTTC-1 | pbmc3k | 2301 | 886 |
| TAGCCGCTTTCCAT-1 | pbmc3k | 3330 | 1061 |
| TAGCTACTGAATAG-1 | pbmc3k | 1645 | 659 |
| TAGCTACTGTAGCT-1 | pbmc3k | 2915 | 995 |
| TAGCTACTTTTGCT-1 | pbmc3k | 1078 | 491 |
| TAGGACTGTGCTGA-1 | pbmc3k | 1708 | 753 |
| TAGGAGCTAAGGCG-1 | pbmc3k | 2038 | 676 |
| TAGGAGCTGAGGGT-1 | pbmc3k | 2596 | 837 |
| TAGGAGCTTGCATG-1 | pbmc3k | 1161 | 530 |
| TAGGCAACCGTCTC-1 | pbmc3k | 1690 | 597 |
| TAGGCATGCTCTCG-1 | pbmc3k | 3097 | 1265 |
| TAGGCATGGCGAGA-1 | pbmc3k | 2402 | 920 |
| TAGGCTGATGCCTC-1 | pbmc3k | 1639 | 699 |
| TAGGGACTGAACTC-1 | pbmc3k | 1917 | 826 |
| TAGGTCGACACTGA-1 | pbmc3k | 2468 | 827 |
| TAGGTCGAGGATCT-1 | pbmc3k | 1221 | 543 |
| TAGGTGACACACTG-1 | pbmc3k | 1991 | 815 |
| TAGGTGACACGTTG-1 | pbmc3k | 1888 | 708 |
| TAGGTGTGTTCTGT-1 | pbmc3k | 1726 | 842 |
| TAGGTTCTGAAGGC-1 | pbmc3k | 3538 | 1199 |
| TAGGTTCTTCTTAC-1 | pbmc3k | 3244 | 1124 |
| TAGGTTCTTGCTGA-1 | pbmc3k | 3805 | 1324 |
| TAGTAAACCTCGCT-1 | pbmc3k | 2781 | 849 |
| TAGTAAACGTCACA-1 | pbmc3k | 4042 | 1157 |
| TAGTAATGAGATCC-1 | pbmc3k | 1812 | 705 |
| TAGTACCTAAGAAC-1 | pbmc3k | 1663 | 675 |
| TAGTATGATCTTAC-1 | pbmc3k | 1833 | 709 |
| TAGTATGATTCTCA-1 | pbmc3k | 3357 | 989 |
| TAGTCTTGGCTGTA-1 | pbmc3k | 652 | 270 |
| TAGTCTTGGGACTT-1 | pbmc3k | 943 | 443 |
| TAGTCTTGTGGAAA-1 | pbmc3k | 2206 | 891 |
| TAGTGGTGAAGTGA-1 | pbmc3k | 2003 | 1037 |
| TAGTTAGAACCACA-1 | pbmc3k | 1735 | 830 |
| TAGTTAGATGAACC-1 | pbmc3k | 2215 | 813 |
| TATAAGACAACAGA-1 | pbmc3k | 982 | 437 |
| TATAAGACAGCTCA-1 | pbmc3k | 4145 | 1396 |
| TATAAGTGACACCA-1 | pbmc3k | 3898 | 1339 |
| TATAAGTGTATCGG-1 | pbmc3k | 973 | 480 |
| TATAAGTGTGGTGT-1 | pbmc3k | 4913 | 1517 |
| TATACAGAACCCTC-1 | pbmc3k | 1975 | 703 |
| TATACAGAAGAACA-1 | pbmc3k | 1662 | 622 |
| TATACAGATCCAGA-1 | pbmc3k | 2248 | 822 |
| TATACCACCTGATG-1 | pbmc3k | 1971 | 730 |
| TATACGCTACCAAC-1 | pbmc3k | 2143 | 780 |
| TATAGATGGACGGA-1 | pbmc3k | 2087 | 848 |
| TATAGATGTTCCGC-1 | pbmc3k | 3648 | 1207 |
| TATCACTGACTGTG-1 | pbmc3k | 1288 | 510 |
| TATCCAACCAGCTA-1 | pbmc3k | 1074 | 472 |
| TATCCAACTCTCTA-1 | pbmc3k | 1971 | 836 |
| TATCGACTACTAGC-1 | pbmc3k | 1478 | 643 |
| TATCGACTCGATAC-1 | pbmc3k | 3150 | 1100 |
| TATCGTACAGATGA-1 | pbmc3k | 2185 | 879 |
| TATCGTACATTCCT-1 | pbmc3k | 2323 | 894 |
| TATCTCGAGAGATA-1 | pbmc3k | 1173 | 407 |
| TATCTGACAGGTTC-1 | pbmc3k | 1888 | 832 |
| TATCTGACTGTTTC-1 | pbmc3k | 2659 | 842 |
| TATCTTCTAAACAG-1 | pbmc3k | 3050 | 927 |
| TATGAATGGAGGAC-1 | pbmc3k | 2028 | 915 |
| TATGAATGTTTGCT-1 | pbmc3k | 3725 | 1269 |
| TATGCGGATAACCG-1 | pbmc3k | 1373 | 652 |
| TATGGGTGCATCAG-1 | pbmc3k | 3544 | 1457 |
| TATGGGTGCTAGCA-1 | pbmc3k | 2022 | 839 |
| TATGGTCTCTACCC-1 | pbmc3k | 1897 | 705 |
| TATGTCACGGAACG-1 | pbmc3k | 3333 | 953 |
| TATGTCACTAACCG-1 | pbmc3k | 3464 | 1216 |
| TATGTCACTTCTCA-1 | pbmc3k | 1384 | 608 |
| TATGTGCTCCGATA-1 | pbmc3k | 2909 | 967 |
| TATGTGCTGGATTC-1 | pbmc3k | 2276 | 789 |
| TATTGCTGAAGAAC-1 | pbmc3k | 805 | 382 |
| TATTGCTGCCGTTC-1 | pbmc3k | 1288 | 532 |
| TATTGCTGTCTGGA-1 | pbmc3k | 2093 | 627 |
| TATTGCTGTGCACA-1 | pbmc3k | 780 | 388 |
| TATTTCCTATTGGC-1 | pbmc3k | 1638 | 655 |
| TATTTCCTGGAGGT-1 | pbmc3k | 2263 | 1101 |
| TATTTCCTGGTGTT-1 | pbmc3k | 2208 | 781 |
| TCAACACTGTTTGG-1 | pbmc3k | 2764 | 1230 |
| TCAAGGACAGCGTT-1 | pbmc3k | 1738 | 617 |
| TCAAGGACATTCTC-1 | pbmc3k | 1217 | 588 |
| TCAAGGACGGTGTT-1 | pbmc3k | 2070 | 754 |
| TCAATCACACTCTT-1 | pbmc3k | 2134 | 882 |
| TCAATCACAGTCGT-1 | pbmc3k | 2581 | 907 |
| TCACAACTATGTGC-1 | pbmc3k | 1839 | 661 |
| TCACAACTTTGCTT-1 | pbmc3k | 1299 | 557 |
| TCACATACACTTTC-1 | pbmc3k | 2579 | 946 |
| TCACATACAGGGTG-1 | pbmc3k | 1202 | 490 |
| TCACCCGAGACGGA-1 | pbmc3k | 4217 | 1383 |
| TCACCGTGCTCGCT-1 | pbmc3k | 4572 | 1477 |
| TCACCTCTACGACT-1 | pbmc3k | 2130 | 822 |
| TCACCTCTTCCAAG-1 | pbmc3k | 2765 | 1064 |
| TCACGAGAGGAGGT-1 | pbmc3k | 1644 | 681 |
| TCACTATGGGGCAA-1 | pbmc3k | 1429 | 650 |
| TCACTATGGTTGTG-1 | pbmc3k | 808 | 363 |
| TCAGACGACGCTAA-1 | pbmc3k | 2308 | 823 |
| TCAGACGACGTTAG-1 | pbmc3k | 2037 | 932 |
| TCAGAGACTCCAGA-1 | pbmc3k | 2093 | 611 |
| TCAGCAGACTCCAC-1 | pbmc3k | 2638 | 884 |
| TCAGCGCTCTAGTG-1 | pbmc3k | 1778 | 803 |
| TCAGCGCTGGATCT-1 | pbmc3k | 1275 | 530 |
| TCAGCGCTGGTATC-1 | pbmc3k | 2359 | 860 |
| TCAGGATGAAGTAG-1 | pbmc3k | 1617 | 645 |
| TCAGGATGCCTTTA-1 | pbmc3k | 3121 | 1141 |
| TCAGTGGAAGATCC-1 | pbmc3k | 1688 | 736 |
| TCAGTTACCTACGA-1 | pbmc3k | 2573 | 954 |
| TCAGTTACTAGAAG-1 | pbmc3k | 2237 | 824 |
| TCATCAACCCGATA-1 | pbmc3k | 2338 | 723 |
| TCATCAACTGTTCT-1 | pbmc3k | 4047 | 1169 |
| TCATCATGCAGTTG-1 | pbmc3k | 2218 | 840 |
| TCATCCCTTACTGG-1 | pbmc3k | 2833 | 1005 |
| TCATTCGATACAGC-1 | pbmc3k | 4629 | 1416 |
| TCCACGTGGAAACA-1 | pbmc3k | 3198 | 952 |
| TCCACTCTACACTG-1 | pbmc3k | 2047 | 827 |
| TCCACTCTGAGCTT-1 | pbmc3k | 3183 | 1035 |
| TCCACTCTTACTTC-1 | pbmc3k | 1502 | 632 |
| TCCATAACAAAGTG-1 | pbmc3k | 2226 | 750 |
| TCCATAACCGTAGT-1 | pbmc3k | 2093 | 846 |
| TCCATAACGATGAA-1 | pbmc3k | 2553 | 1031 |
| TCCATAACTACGCA-1 | pbmc3k | 2496 | 858 |
| TCCATCCTCCCTAC-1 | pbmc3k | 2010 | 890 |
| TCCCACGATCATTC-1 | pbmc3k | 2636 | 893 |
| TCCCATCTCAAAGA-1 | pbmc3k | 3217 | 1030 |
| TCCCGAACACAGTC-1 | pbmc3k | 1721 | 912 |
| TCCCGAACTTCGCC-1 | pbmc3k | 4177 | 1383 |
| TCCCGATGAGATCC-1 | pbmc3k | 1770 | 747 |
| TCCCGATGCCTGAA-1 | pbmc3k | 810 | 416 |
| TCCCGATGCTGTGA-1 | pbmc3k | 1887 | 739 |
| TCCCTACTCAACTG-1 | pbmc3k | 1717 | 703 |
| TCCGAAGACAATCG-1 | pbmc3k | 1103 | 522 |
| TCCGAAGACGTTAG-1 | pbmc3k | 2865 | 855 |
| TCCGGACTGAGGTG-1 | pbmc3k | 2387 | 914 |
| TCCGGACTGTACGT-1 | pbmc3k | 1940 | 740 |
| TCCTAAACATCGAC-1 | pbmc3k | 893 | 381 |
| TCCTAAACCGAGAG-1 | pbmc3k | 3318 | 1076 |
| TCCTAAACCGCATA-1 | pbmc3k | 1384 | 669 |
| TCCTAATGGTTTGG-1 | pbmc3k | 2659 | 1100 |
| TCCTACCTGTCGTA-1 | pbmc3k | 2507 | 857 |
| TCCTATGAAAAGCA-1 | pbmc3k | 1544 | 662 |
| TCGAATCTCTGGTA-1 | pbmc3k | 1305 | 581 |
| TCGACCTGCCGATA-1 | pbmc3k | 2173 | 845 |
| TCGACGCTTCTATC-1 | pbmc3k | 2540 | 880 |
| TCGACGCTTTGACG-1 | pbmc3k | 2194 | 821 |
| TCGAGAACGACAGG-1 | pbmc3k | 2494 | 833 |
| TCGAGAACGTTAGC-1 | pbmc3k | 3383 | 1289 |
| TCGAGCCTATCAGC-1 | pbmc3k | 1487 | 596 |
| TCGAGCCTGCGAGA-1 | pbmc3k | 3235 | 1128 |
| TCGAGCCTTGTGAC-1 | pbmc3k | 2607 | 792 |
| TCGATACTATTCCT-1 | pbmc3k | 2484 | 836 |
| TCGATACTTGCACA-1 | pbmc3k | 1825 | 765 |
| TCGATTTGATGCCA-1 | pbmc3k | 2115 | 767 |
| TCGATTTGCACTCC-1 | pbmc3k | 2505 | 814 |
| TCGATTTGCAGCTA-1 | pbmc3k | 1685 | 809 |
| TCGATTTGCCTACC-1 | pbmc3k | 2280 | 911 |
| TCGATTTGTCGTGA-1 | pbmc3k | 2734 | 815 |
| TCGCACACCATCAG-1 | pbmc3k | 891 | 468 |
| TCGCAGCTAGATCC-1 | pbmc3k | 2098 | 790 |
| TCGCCATGAGACTC-1 | pbmc3k | 1862 | 663 |
| TCGCCATGTGGTCA-1 | pbmc3k | 1581 | 702 |
| TCGGACCTAACAGA-1 | pbmc3k | 2908 | 873 |
| TCGGACCTATAAGG-1 | pbmc3k | 1368 | 657 |
| TCGGACCTGTACAC-1 | pbmc3k | 5599 | 1566 |
| TCGGTAGAGTAGGG-1 | pbmc3k | 2104 | 688 |
| TCGGTAGATCCCAC-1 | pbmc3k | 2176 | 748 |
| TCGTAGGATCGACA-1 | pbmc3k | 2904 | 1075 |
| TCGTGAGAACTGTG-1 | pbmc3k | 647 | 325 |
| TCGTTATGGACAAA-1 | pbmc3k | 2162 | 782 |
| TCTAACACCAGTTG-1 | pbmc3k | 1086 | 540 |
| TCTAACACGAGCAG-1 | pbmc3k | 3176 | 1094 |
| TCTAACTGAACCAC-1 | pbmc3k | 2300 | 838 |
| TCTAAGCTAATGCC-1 | pbmc3k | 2512 | 806 |
| TCTAAGCTTAGTCG-1 | pbmc3k | 1791 | 789 |
| TCTAAGCTTCTAGG-1 | pbmc3k | 3781 | 1262 |
| TCTAAGCTTGTTCT-1 | pbmc3k | 2050 | 756 |
| TCTAAGCTTTCGCC-1 | pbmc3k | 685 | 367 |
| TCTACAACGACTAC-1 | pbmc3k | 2562 | 1020 |
| TCTAGACTTAGAAG-1 | pbmc3k | 1831 | 727 |
| TCTAGTTGCACCAA-1 | pbmc3k | 3302 | 1100 |
| TCTATGTGAAGAGT-1 | pbmc3k | 1129 | 476 |
| TCTATGTGAGTCTG-1 | pbmc3k | 951 | 488 |
| TCTCAAACCTAAGC-1 | pbmc3k | 1477 | 616 |
| TCTCTAGAATTTCC-1 | pbmc3k | 2723 | 940 |
| TCTGATACACGTGT-1 | pbmc3k | 2224 | 770 |
| TCTGATACTCGCCT-1 | pbmc3k | 2448 | 781 |
| TCTTACGAACCTGA-1 | pbmc3k | 2154 | 845 |
| TCTTCAGAGCTACA-1 | pbmc3k | 3624 | 1302 |
| TCTTGATGCGGAGA-1 | pbmc3k | 2273 | 821 |
| TGAAATTGGTGAGG-1 | pbmc3k | 3345 | 1108 |
| TGAACCGAAAACGA-1 | pbmc3k | 2181 | 748 |
| TGAACCGACTACTT-1 | pbmc3k | 2912 | 1127 |
| TGAACCGATTCGGA-1 | pbmc3k | 2869 | 956 |
| TGAAGCACTCACGA-1 | pbmc3k | 1915 | 740 |
| TGAAGCTGAACGAA-1 | pbmc3k | 2511 | 779 |
| TGAAGCTGAGACTC-1 | pbmc3k | 609 | 279 |
| TGAAGCTGCATGGT-1 | pbmc3k | 2028 | 823 |
| TGAAGCTGCGTAAC-1 | pbmc3k | 2177 | 750 |
| TGAATAACCACTTT-1 | pbmc3k | 2590 | 871 |
| TGAATAACTCCCAC-1 | pbmc3k | 2140 | 937 |
| TGACACGACCTTAT-1 | pbmc3k | 1510 | 606 |
| TGACCAGACAACCA-1 | pbmc3k | 1799 | 697 |
| TGACCAGAGGATTC-1 | pbmc3k | 1923 | 705 |
| TGACCGCTAAAAGC-1 | pbmc3k | 3020 | 962 |
| TGACCGCTCTGCAA-1 | pbmc3k | 1925 | 606 |
| TGACGATGCAAAGA-1 | pbmc3k | 1632 | 620 |
| TGACGCCTGTACCA-1 | pbmc3k | 5155 | 1646 |
| TGACGCCTTTACTC-1 | pbmc3k | 2608 | 1088 |
| TGACTGGAAGAGAT-1 | pbmc3k | 1442 | 545 |
| TGACTGGACCGTAA-1 | pbmc3k | 1491 | 667 |
| TGACTGGACGCAAT-1 | pbmc3k | 1754 | 615 |
| TGACTGGAGGACAG-1 | pbmc3k | 1848 | 719 |
| TGACTGGATTCTCA-1 | pbmc3k | 4073 | 1191 |
| TGACTTACACACCA-1 | pbmc3k | 3323 | 1018 |
| TGACTTACAGTCTG-1 | pbmc3k | 4135 | 1290 |
| TGACTTTGCGCATA-1 | pbmc3k | 2347 | 757 |
| TGACTTTGTTTGTC-1 | pbmc3k | 2288 | 854 |
| TGAGACACAAGGTA-1 | pbmc3k | 5135 | 1546 |
| TGAGACACTCAAGC-1 | pbmc3k | 1815 | 742 |
| TGAGACACTGTGCA-1 | pbmc3k | 768 | 410 |
| TGAGCTGAATGCTG-1 | pbmc3k | 4164 | 1371 |
| TGAGCTGACTGGAT-1 | pbmc3k | 2132 | 802 |
| TGAGCTGAGCGAGA-1 | pbmc3k | 664 | 280 |
| TGAGCTGATGCTAG-1 | pbmc3k | 661 | 337 |
| TGAGGACTCTCATT-1 | pbmc3k | 3665 | 1117 |
| TGAGGACTTCATTC-1 | pbmc3k | 3087 | 1026 |
| TGAGGTACGAACCT-1 | pbmc3k | 4752 | 1521 |
| TGAGTCGAGTTACG-1 | pbmc3k | 1375 | 643 |
| TGAGTGACTGAGCT-1 | pbmc3k | 2456 | 846 |
| TGATAAACGAATCC-1 | pbmc3k | 2518 | 865 |
| TGATAAACTCCGTC-1 | pbmc3k | 2067 | 940 |
| TGATAAACTTTCAC-1 | pbmc3k | 1922 | 751 |
| TGATACCTCACTAG-1 | pbmc3k | 1506 | 583 |
| TGATACCTGTTGGT-1 | pbmc3k | 2215 | 795 |
| TGATACCTTATGCG-1 | pbmc3k | 2264 | 793 |
| TGATACCTTGAAGA-1 | pbmc3k | 3061 | 973 |
| TGATATGAACCTTT-1 | pbmc3k | 2957 | 935 |
| TGATCACTAGCATC-1 | pbmc3k | 1110 | 524 |
| TGATCACTCTCGCT-1 | pbmc3k | 1843 | 659 |
| TGATCACTTCTACT-1 | pbmc3k | 1755 | 606 |
| TGATCGGACTGACA-1 | pbmc3k | 4211 | 1433 |
| TGATCGGAGGAGCA-1 | pbmc3k | 1352 | 562 |
| TGATCGGATATGCG-1 | pbmc3k | 1526 | 696 |
| TGATTAGACATTGG-1 | pbmc3k | 2276 | 925 |
| TGATTAGATGACTG-1 | pbmc3k | 1173 | 515 |
| TGATTAGATGCTAG-1 | pbmc3k | 2241 | 718 |
| TGATTCACTATGCG-1 | pbmc3k | 1900 | 598 |
| TGATTCACTGTCAG-1 | pbmc3k | 1732 | 638 |
| TGATTCTGCCGAAT-1 | pbmc3k | 3100 | 975 |
| TGATTCTGCTCTTA-1 | pbmc3k | 2819 | 1018 |
| TGCAAGTGAGAACA-1 | pbmc3k | 2060 | 813 |
| TGCAAGTGGGTAGG-1 | pbmc3k | 1702 | 669 |
| TGCAATCTTCAGGT-1 | pbmc3k | 6316 | 1902 |
| TGCACAGACGACAT-1 | pbmc3k | 2460 | 1159 |
| TGCCAAGAGCAGTT-1 | pbmc3k | 2914 | 964 |
| TGCCAAGATCTCTA-1 | pbmc3k | 3091 | 933 |
| TGCCACTGAACGTC-1 | pbmc3k | 2652 | 943 |
| TGCCACTGCGATAC-1 | pbmc3k | 1948 | 988 |
| TGCCAGCTTGGCAT-1 | pbmc3k | 2183 | 789 |
| TGCCCAACAGCAAA-1 | pbmc3k | 2790 | 898 |
| TGCCCAACCGCATA-1 | pbmc3k | 2799 | 982 |
| TGCCGACTCTCCCA-1 | pbmc3k | 1901 | 670 |
| TGCGAAACAGTCAC-1 | pbmc3k | 2339 | 856 |
| TGCGAAACGTTGCA-1 | pbmc3k | 1417 | 626 |
| TGCGATGAACGGTT-1 | pbmc3k | 1827 | 690 |
| TGCGATGACCTCGT-1 | pbmc3k | 2220 | 843 |
| TGCGATGACTAGTG-1 | pbmc3k | 2844 | 938 |
| TGCGATGACTGCTC-1 | pbmc3k | 2314 | 795 |
| TGCGATGACTTGCC-1 | pbmc3k | 1950 | 779 |
| TGCGATGAGTGCTA-1 | pbmc3k | 1914 | 820 |
| TGCGCACTCTTGAG-1 | pbmc3k | 1056 | 468 |
| TGCGTAGAATAAGG-1 | pbmc3k | 1587 | 701 |
| TGCGTAGACGGGAA-1 | pbmc3k | 1551 | 629 |
| TGCGTAGATGGTCA-1 | pbmc3k | 5486 | 1557 |
| TGCTAGGAAACCGT-1 | pbmc3k | 2221 | 866 |
| TGCTAGGATAGTCG-1 | pbmc3k | 3055 | 900 |
| TGCTATACGGTTCA-1 | pbmc3k | 2120 | 795 |
| TGCTATACTGCTGA-1 | pbmc3k | 2582 | 1019 |
| TGCTGAGAGAGCAG-1 | pbmc3k | 1992 | 885 |
| TGCTGAGATTATCC-1 | pbmc3k | 2752 | 879 |
| TGGAAAGACTCTCG-1 | pbmc3k | 1913 | 714 |
| TGGAAAGAGCGATT-1 | pbmc3k | 2878 | 1042 |
| TGGAAAGAGGTCAT-1 | pbmc3k | 3493 | 1237 |
| TGGAAAGATATGGC-1 | pbmc3k | 1647 | 565 |
| TGGAACACAAACAG-1 | pbmc3k | 1467 | 776 |
| TGGAACACGCTAAC-1 | pbmc3k | 1654 | 695 |
| TGGAAGCTCAGATC-1 | pbmc3k | 1931 | 725 |
| TGGACCCTACACTG-1 | pbmc3k | 695 | 364 |
| TGGACCCTCATGGT-1 | pbmc3k | 1911 | 810 |
| TGGACCCTGGTACT-1 | pbmc3k | 3734 | 1212 |
| TGGACTGAGTATGC-1 | pbmc3k | 3266 | 1177 |
| TGGAGACTATCAGC-1 | pbmc3k | 3291 | 1130 |
| TGGAGACTGAAACA-1 | pbmc3k | 624 | 272 |
| TGGAGACTTCAAGC-1 | pbmc3k | 2014 | 660 |
| TGGAGACTTGACCA-1 | pbmc3k | 2128 | 829 |
| TGGAGGGACGGAGA-1 | pbmc3k | 2106 | 786 |
| TGGAGGGAGCTATG-1 | pbmc3k | 1147 | 471 |
| TGGATCGATAAAGG-1 | pbmc3k | 2568 | 835 |
| TGGATGTGACCTAG-1 | pbmc3k | 1633 | 563 |
| TGGATGTGATGTCG-1 | pbmc3k | 2586 | 911 |
| TGGATGTGTGAAGA-1 | pbmc3k | 2632 | 926 |
| TGGATTCTCATACG-1 | pbmc3k | 2451 | 958 |
| TGGCAATGCTTGTT-1 | pbmc3k | 1723 | 703 |
| TGGCAATGGAGGGT-1 | pbmc3k | 2062 | 736 |
| TGGCACCTTCACGA-1 | pbmc3k | 768 | 388 |
| TGGCACCTTCAGTG-1 | pbmc3k | 1806 | 840 |
| TGGGTATGAAGAGT-1 | pbmc3k | 3114 | 964 |
| TGGGTATGCACAAC-1 | pbmc3k | 3099 | 1087 |
| TGGGTATGGTACGT-1 | pbmc3k | 1137 | 511 |
| TGGGTATGTTTGGG-1 | pbmc3k | 2341 | 794 |
| TGGTAGACATGCCA-1 | pbmc3k | 2963 | 900 |
| TGGTAGACCCTCAC-1 | pbmc3k | 1801 | 864 |
| TGGTAGACCTGATG-1 | pbmc3k | 1696 | 789 |
| TGGTAGTGCACTGA-1 | pbmc3k | 1110 | 503 |
| TGGTATCTAAACAG-1 | pbmc3k | 2095 | 701 |
| TGGTATCTCTTCCG-1 | pbmc3k | 2483 | 817 |
| TGGTCAGACCCAAA-1 | pbmc3k | 1942 | 790 |
| TGGTCAGACCGTTC-1 | pbmc3k | 996 | 542 |
| TGGTTACTGACGTT-1 | pbmc3k | 2737 | 971 |
| TGGTTACTGTTCTT-1 | pbmc3k | 2609 | 904 |
| TGTAACCTAGAGGC-1 | pbmc3k | 2765 | 871 |
| TGTAACCTTGCCTC-1 | pbmc3k | 2334 | 919 |
| TGTAATGACACAAC-1 | pbmc3k | 1461 | 723 |
| TGTAATGAGGTAAA-1 | pbmc3k | 1205 | 628 |
| TGTACTTGCTCTAT-1 | pbmc3k | 4907 | 1479 |
| TGTAGGTGCGAGAG-1 | pbmc3k | 1142 | 531 |
| TGTAGGTGCTATGG-1 | pbmc3k | 4232 | 1099 |
| TGTAGGTGCTCTAT-1 | pbmc3k | 6280 | 1906 |
| TGTAGGTGTGCTGA-1 | pbmc3k | 2541 | 852 |
| TGTAGTCTTCCAGA-1 | pbmc3k | 4143 | 1255 |
| TGTAGTCTTGCACA-1 | pbmc3k | 2176 | 883 |
| TGTATCTGTTAGGC-1 | pbmc3k | 1996 | 817 |
| TGTATGCTCATGGT-1 | pbmc3k | 1479 | 619 |
| TGTATGCTGTAGGG-1 | pbmc3k | 1454 | 590 |
| TGTATGCTTTCATC-1 | pbmc3k | 1966 | 683 |
| TGTCAGGAATACCG-1 | pbmc3k | 2763 | 883 |
| TGTCAGGAGATGAA-1 | pbmc3k | 4079 | 1332 |
| TGTCTAACCCCTTG-1 | pbmc3k | 1978 | 656 |
| TGTGACGATTCTCA-1 | pbmc3k | 3097 | 1226 |
| TGTGAGACTGTCAG-1 | pbmc3k | 2665 | 979 |
| TGTGAGACTTGAGC-1 | pbmc3k | 2446 | 816 |
| TGTGAGTGACCACA-1 | pbmc3k | 1583 | 582 |
| TGTGAGTGAGTGCT-1 | pbmc3k | 4108 | 1368 |
| TGTGAGTGGAGATA-1 | pbmc3k | 968 | 459 |
| TGTGATCTCTCTAT-1 | pbmc3k | 1690 | 638 |
| TGTGATCTGACACT-1 | pbmc3k | 1107 | 470 |
| TGTGGATGGCCAAT-1 | pbmc3k | 1942 | 647 |
| TGTTAAGACAAAGA-1 | pbmc3k | 848 | 414 |
| TGTTAAGATAAGGA-1 | pbmc3k | 2172 | 906 |
| TGTTAAGATTGGCA-1 | pbmc3k | 598 | 308 |
| TGTTACACCGCATA-1 | pbmc3k | 3410 | 1147 |
| TGTTACACGACTAC-1 | pbmc3k | 1953 | 732 |
| TGTTACTGGCTACA-1 | pbmc3k | 2483 | 992 |
| TGTTACTGTAGTCG-1 | pbmc3k | 1771 | 800 |
| TTAACCACCGTAAC-1 | pbmc3k | 2191 | 821 |
| TTAACCACTAAGGA-1 | pbmc3k | 1197 | 528 |
| TTAACCACTCAGAC-1 | pbmc3k | 1826 | 735 |
| TTACACACGTGTTG-1 | pbmc3k | 2612 | 805 |
| TTACACACTCCTAT-1 | pbmc3k | 2507 | 815 |
| TTACCATGAATCGC-1 | pbmc3k | 2420 | 888 |
| TTACCATGGTTGAC-1 | pbmc3k | 4142 | 1305 |
| TTACCATGTGTCTT-1 | pbmc3k | 1123 | 588 |
| TTACCATGTTGTGG-1 | pbmc3k | 1547 | 656 |
| TTACGACTGAGAGC-1 | pbmc3k | 3287 | 1153 |
| TTACGACTTGACAC-1 | pbmc3k | 1901 | 712 |
| TTACGTACGTTCAG-1 | pbmc3k | 942 | 321 |
| TTACTCGAACGTTG-1 | pbmc3k | 15287 | 3302 |
| TTACTCGAAGAATG-1 | pbmc3k | 3860 | 1126 |
| TTACTCGACGCAAT-1 | pbmc3k | 5030 | 1602 |
| TTACTCGAGGGTGA-1 | pbmc3k | 2549 | 879 |
| TTACTCGATCTACT-1 | pbmc3k | 2550 | 1155 |
| TTAGAATGTGGTGT-1 | pbmc3k | 1740 | 642 |
| TTAGAATGTGTAGC-1 | pbmc3k | 627 | 285 |
| TTAGACCTCCTACC-1 | pbmc3k | 2485 | 825 |
| TTAGACCTCCTTTA-1 | pbmc3k | 2311 | 823 |
| TTAGCTACAACCGT-1 | pbmc3k | 2100 | 718 |
| TTAGCTACTGTCCC-1 | pbmc3k | 3699 | 1249 |
| TTAGCTACTTTCGT-1 | pbmc3k | 2921 | 971 |
| TTAGGGACGCGAAG-1 | pbmc3k | 2199 | 852 |
| TTAGGGTGCTGGAT-1 | pbmc3k | 2845 | 915 |
| TTAGGGTGTCCTGC-1 | pbmc3k | 2734 | 1053 |
| TTAGGTCTACTTTC-1 | pbmc3k | 1106 | 515 |
| TTAGTCACCAGTTG-1 | pbmc3k | 2674 | 1017 |
| TTAGTCTGAAAGCA-1 | pbmc3k | 2746 | 952 |
| TTAGTCTGCCAACA-1 | pbmc3k | 1733 | 830 |
| TTAGTCTGTGCACA-1 | pbmc3k | 1690 | 643 |
| TTATCCGACTAGTG-1 | pbmc3k | 1901 | 665 |
| TTATCCGAGAAAGT-1 | pbmc3k | 4229 | 1324 |
| TTATGAGAGATAAG-1 | pbmc3k | 1292 | 546 |
| TTATGCACGTCACA-1 | pbmc3k | 1590 | 636 |
| TTATGGCTTATGGC-1 | pbmc3k | 6164 | 1782 |
| TTATTCCTATGCTG-1 | pbmc3k | 3962 | 1210 |
| TTATTCCTGGACAG-1 | pbmc3k | 2513 | 787 |
| TTATTCCTGGTACT-1 | pbmc3k | 2492 | 804 |
| TTATTCCTTCGTGA-1 | pbmc3k | 3203 | 1100 |
| TTCAAAGATAAAGG-1 | pbmc3k | 2384 | 883 |
| TTCAACACAACAGA-1 | pbmc3k | 2429 | 847 |
| TTCAACACCCCAAA-1 | pbmc3k | 2092 | 786 |
| TTCAACACGGACGA-1 | pbmc3k | 2584 | 1013 |
| TTCAAGCTAAGAAC-1 | pbmc3k | 2640 | 1002 |
| TTCAAGCTAGATGA-1 | pbmc3k | 2972 | 914 |
| TTCAAGCTGTTGAC-1 | pbmc3k | 2373 | 816 |
| TTCAAGCTTCCAAG-1 | pbmc3k | 740 | 406 |
| TTCAAGCTTGATGC-1 | pbmc3k | 2403 | 827 |
| TTCAAGCTTTCGCC-1 | pbmc3k | 2876 | 880 |
| TTCACAACCCGTTC-1 | pbmc3k | 2526 | 959 |
| TTCACAACGTCTGA-1 | pbmc3k | 677 | 394 |
| TTCAGACTACCCAA-1 | pbmc3k | 789 | 368 |
| TTCAGACTCTCGAA-1 | pbmc3k | 2261 | 784 |
| TTCAGTACCGACTA-1 | pbmc3k | 2767 | 927 |
| TTCAGTACTCAAGC-1 | pbmc3k | 5218 | 1377 |
| TTCAGTACTCCTAT-1 | pbmc3k | 1850 | 711 |
| TTCAGTTGCCAAGT-1 | pbmc3k | 2002 | 732 |
| TTCAGTTGTCCTTA-1 | pbmc3k | 1974 | 751 |
| TTCAGTTGTCTAGG-1 | pbmc3k | 1031 | 464 |
| TTCAGTTGTCTCGC-1 | pbmc3k | 1863 | 624 |
| TTCATCGAGGTGGA-1 | pbmc3k | 1913 | 734 |
| TTCATGTGTGGTGT-1 | pbmc3k | 3024 | 945 |
| TTCATTCTATGTCG-1 | pbmc3k | 2625 | 876 |
| TTCATTCTTCTCTA-1 | pbmc3k | 1985 | 646 |
| TTCCAAACCTATGG-1 | pbmc3k | 1054 | 533 |
| TTCCAAACCTCCCA-1 | pbmc3k | 2722 | 950 |
| TTCCAAACTCCCAC-1 | pbmc3k | 792 | 485 |
| TTCCAAACTTGACG-1 | pbmc3k | 1647 | 712 |
| TTCCATGACGAGAG-1 | pbmc3k | 1840 | 786 |
| TTCCATGACTGTCC-1 | pbmc3k | 1048 | 437 |
| TTCCCACTTGAGGG-1 | pbmc3k | 1518 | 805 |
| TTCCCACTTGTCTT-1 | pbmc3k | 3159 | 1012 |
| TTCCTAGAAAGTGA-1 | pbmc3k | 1551 | 550 |
| TTCCTAGACTAGTG-1 | pbmc3k | 1942 | 840 |
| TTCGAGGACTCTAT-1 | pbmc3k | 2744 | 927 |
| TTCGAGGAGGGCAA-1 | pbmc3k | 1816 | 757 |
| TTCGAGGATAGAAG-1 | pbmc3k | 2747 | 969 |
| TTCGATTGAGCATC-1 | pbmc3k | 1909 | 707 |
| TTCGGAGAATGCCA-1 | pbmc3k | 1189 | 565 |
| TTCGGAGATGTGCA-1 | pbmc3k | 2411 | 880 |
| TTCGTATGAAAAGC-1 | pbmc3k | 1990 | 800 |
| TTCGTATGGATAGA-1 | pbmc3k | 1980 | 870 |
| TTCGTATGGTCTGA-1 | pbmc3k | 2256 | 803 |
| TTCGTATGTCCTTA-1 | pbmc3k | 4346 | 1357 |
| TTCTACGAACGTAC-1 | pbmc3k | 2493 | 865 |
| TTCTACGAGTTGGT-1 | pbmc3k | 2589 | 945 |
| TTCTAGTGACACGT-1 | pbmc3k | 3018 | 1068 |
| TTCTAGTGCATGAC-1 | pbmc3k | 2073 | 819 |
| TTCTAGTGGAGAGC-1 | pbmc3k | 1585 | 814 |
| TTCTAGTGGTCACA-1 | pbmc3k | 2832 | 1058 |
| TTCTCAGAAGAGAT-1 | pbmc3k | 2186 | 843 |
| TTCTCAGAAGCATC-1 | pbmc3k | 2497 | 881 |
| TTCTCAGATGGAGG-1 | pbmc3k | 2641 | 1049 |
| TTCTGATGGAGACG-1 | pbmc3k | 2434 | 1179 |
| TTCTTACTCTGGAT-1 | pbmc3k | 1740 | 717 |
| TTGAACCTCCTTGC-1 | pbmc3k | 1745 | 656 |
| TTGAATGAACTACG-1 | pbmc3k | 2286 | 879 |
| TTGAATGACTTACT-1 | pbmc3k | 2102 | 709 |
| TTGAATGATCTCAT-1 | pbmc3k | 2013 | 752 |
| TTGACACTCTGTAG-1 | pbmc3k | 1942 | 734 |
| TTGACACTGATAAG-1 | pbmc3k | 1314 | 602 |
| TTGAGGACAGAACA-1 | pbmc3k | 2955 | 943 |
| TTGAGGACTACGCA-1 | pbmc3k | 6342 | 1792 |
| TTGAGGTGGACGGA-1 | pbmc3k | 2011 | 712 |
| TTGCATTGAGCTAC-1 | pbmc3k | 1990 | 720 |
| TTGCATTGCTAAGC-1 | pbmc3k | 3244 | 1093 |
| TTGCATTGTGACTG-1 | pbmc3k | 2438 | 810 |
| TTGCTAACACCAAC-1 | pbmc3k | 1918 | 785 |
| TTGCTAACACGCTA-1 | pbmc3k | 2573 | 914 |
| TTGCTAACCACTCC-1 | pbmc3k | 1939 | 652 |
| TTGCTATGGTACGT-1 | pbmc3k | 3108 | 1103 |
| TTGCTATGGTAGGG-1 | pbmc3k | 3404 | 1266 |
| TTGGAGACCAATCG-1 | pbmc3k | 4164 | 1237 |
| TTGGAGACGCTATG-1 | pbmc3k | 2662 | 862 |
| TTGGAGACTATGGC-1 | pbmc3k | 1778 | 738 |
| TTGGGAACTGAACC-1 | pbmc3k | 2651 | 857 |
| TTGGTACTACTGGT-1 | pbmc3k | 3265 | 1063 |
| TTGGTACTCTTAGG-1 | pbmc3k | 2926 | 750 |
| TTGGTACTGAATCC-1 | pbmc3k | 1855 | 615 |
| TTGGTACTGGATTC-1 | pbmc3k | 1883 | 721 |
| TTGTACACGTTGTG-1 | pbmc3k | 1536 | 570 |
| TTGTACACTTGCAG-1 | pbmc3k | 2258 | 859 |
| TTGTAGCTAGCTCA-1 | pbmc3k | 2517 | 931 |
| TTGTAGCTCTCTTA-1 | pbmc3k | 2134 | 805 |
| TTGTCATGGACGGA-1 | pbmc3k | 2176 | 1080 |
| TTTAGAGATCCTCG-1 | pbmc3k | 2362 | 820 |
| TTTAGCTGATACCG-1 | pbmc3k | 2754 | 885 |
| TTTAGCTGGATACC-1 | pbmc3k | 2454 | 850 |
| TTTAGCTGTACTCT-1 | pbmc3k | 5671 | 1560 |
| TTTAGGCTCCTTTA-1 | pbmc3k | 1981 | 800 |
| TTTATCCTGTTGTG-1 | pbmc3k | 3679 | 1155 |
| TTTCACGAGGTTCA-1 | pbmc3k | 2036 | 720 |
| TTTCAGTGGAAGGC-1 | pbmc3k | 1780 | 691 |
| TTTCAGTGTCACGA-1 | pbmc3k | 1632 | 698 |
| TTTCAGTGTCTATC-1 | pbmc3k | 937 | 458 |
| TTTCAGTGTGCAGT-1 | pbmc3k | 1321 | 636 |
| TTTCCAGAGGTGAG-1 | pbmc3k | 2187 | 873 |
| TTTCGAACACCTGA-1 | pbmc3k | 4455 | 1539 |
| TTTCGAACTCTCAT-1 | pbmc3k | 3459 | 1153 |
| TTTCTACTGAGGCA-1 | pbmc3k | 3443 | 1224 |
| TTTCTACTTCCTCG-1 | pbmc3k | 1684 | 622 |
| TTTGCATGAGAGGC-1 | pbmc3k | 1022 | 452 |
| TTTGCATGCCTCAC-1 | pbmc3k | 1984 | 723 |
## meta.data contains cell metadata identified by cell barcode, currently there is nFeatures
## and nCounts
## the actual count data can be found by which is what we had in `pbmc.data` lots of accessors
## here!
pbmc@assays$RNA@counts## 13714 x 2700 sparse Matrix of class "dgCMatrix"
##
## AL627309.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## AP006222.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-206L10.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-206L10.9 . . . . . . . . . . . . . . . . . . . . . . . . .
## LINC00115 . . . . . . . . . . . . . . . . . . . . . . . . .
## NOC2L . . . . . . . . . . . 1 . . . . . . . . . . 1 . .
## KLHL17 . . . . . . . . . . . . . . . . . . . . . . . . .
## PLEKHN1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-54O7.17 . . . . . . . . . . . . . . . . . . . . . . . . .
## HES4 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## RP11-54O7.11 . . . . . . . . . . . . . . . . . . . . . . . . .
## ISG15 . . 1 9 . 1 . . . 3 . . 1 5 . 2 1 1 1 . . . 1 . 1
## AGRN . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf159 . . . . . . . . . . . . . . . . . . . . . . . . .
## TNFRSF18 . 2 . . . . . . . . . . . . . . . . . . . . . . .
## TNFRSF4 . . . . . . . . 1 . . . . . . . . . . 12 . . . . .
## SDF4 . . 1 . . . . . . . . . . . . . . . . 1 1 . . . .
## B3GALT6 . . . . . . 1 . . . . . . . . . . . . . . . . . .
## FAM132A . . . . . . . . . . . . . . . . . . . . . . . . .
## UBE2J2 . . . . . . . . 1 . 1 . . 1 . . . . . 1 . . . . .
## ACAP3 . . . . . . . . . . . . . . 1 . . . . . . . . . .
## PUSL1 . . . . . . 1 . . . . . . . . . . . . . . . . . .
## CPSF3L . . . . . . . . . . 1 . . . . . . . . . . . . . .
## GLTPD1 . . . . . . . . . . . . . . . . . . . . . . . . .
## DVL1 . . . . . . . . . . . . . . . . . . . . . . . . .
## MXRA8 . . . . . . . . . . . . . . . . . . . . . . . . .
## AURKAIP1 . 1 . 1 . . . 1 . . 2 . 2 1 . . . . . . . . 1 . 1
## CCNL2 . . . . . . . . . . . . . 1 . . . . 2 1 . . . . .
## RP4-758J18.2 . . . . . . . . . . 1 . . . . . . . . . . . . . .
## MRPL20 1 . 1 . . . . 1 . . 2 . . 1 . . . . . 1 . . . . 1
## ATAD3C . . . . . . . . . . . . . . . . . . . . . . . . .
## ATAD3B . . . . . . . . . . . 1 . . . . . . . . 1 . . . .
## ATAD3A . . . . . . . . . . . . . . . . . . . . . . . . .
## SSU72 . 1 . 3 . . . . . . . . . 1 . . . 1 3 . 2 . . 1 .
## AL645728.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf233 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-345P4.9 . . . . . . . . . . . . . . . . . . . . . . . . .
## MIB2 . 2 . . . . 1 . . . . . . 1 . . . . . . . . . . .
## MMP23B . . . . . . . . . . . . . . . . . . . . . . . . .
## CDK11B . . . . . . . . . . . . . . . . . . . . . . . . 1
## SLC35E2B . . . . . . . . . . . . . . . . . . . . . . . . .
## CDK11A . . . . . . . . . . . . . 1 . . . . . . . . . . 1
## SLC35E2 . . . . . . . . . . . . . . . . . . . . . . . . .
## NADK . . . 1 . . . . . . . . . 2 . . . . . . . . . . .
## GNB1 . . . . . . . . 1 . . . . . . . . . 1 . 1 . . . .
## RP1-140A9.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM52 . . . . . . . . . . . . . . . . . . . . . . . . .
## PRKCZ . . . . . . . . . . . . . . . . . . . . . . . . .
## RP5-892K4.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf86 . . . . . . . . 1 . . . . . . . . . . . . . . . .
## AL590822.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## SKI . . . . . . . . . . . . . . . . . . . . . . . . .
## RER1 . 1 1 1 . . . . . . . 1 . 1 . . . . 2 . . . . . .
## PEX10 . . . . . . . . . . . . . . . . . . . . . . . . .
## PLCH2 . . . . . . . . . . . . . . . . . . . . . . . . .
## PANK4 . . 1 . . 1 . . . . . . . . . . . . . . . . . . .
## RP3-395M20.12 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## TNFRSF14 . . . 1 . 1 . . . . 1 . . . . . . . 1 . . 1 . . .
## RP3-395M20.9 . . . . . . . . . . . . . . . . . . . . . . . . .
## FAM213B . . . . . . . . . . . . . . . . . . . . . . . . .
## MMEL1 . . . . . . . . . . . . . . . . . . . . . . . . .
## TTC34 . . . . . . . . . . . . . . . . . . . . . . . . .
## MEGF6 . . . . . . . . . . . . . . . . . . . . . . . . .
## TPRG1L . . . . . . . . . . . . . . . . . . . . . . . . .
## WRAP73 . . . . . . . . . . . . . . . . . . . . . . . . .
## TP73-AS1 . . . . . . . . . . . 1 . . . . . . . . . . . . .
## SMIM1 . . . . . . . . . . . . . . . . . . . . . . . . .
## LRRC47 . . 1 . . . . . . . . . . . . . . . . . . . . . .
## CEP104 . . . . . . . . . . . . . . . . . . . . . . . . .
## DFFB . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf174 . . . . . . . . 1 . . . . . . . . . . . 1 . . . .
## NPHP4 . . . . . . . . . . . . . . . . . . . . . . . . .
## KCNAB2 . . . . . . . . . . . . . . . . . . 1 . 1 . . . .
## RPL22 1 3 1 2 . . . 1 . . 3 2 2 1 1 2 . 2 4 1 6 4 4 . 1
## RNF207 . . . . . . . . . . . . . . . . . . . . . . . . .
## ICMT . . . . . . . . . . . . . . . . . . . . . . . . .
## GPR153 . . . . . . . . . . . . . . . . . . . . . . . . .
## ACOT7 . . . . . . 1 . . . . . . . . . . . . . . . . . .
## RP1-202O8.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## ESPN . . . . . . . . . . . . . . . . . . . . . . . . .
## TNFRSF25 2 . . . . . . 1 . . . . . . . . . . . . . . . . .
## PLEKHG5 . . . . . . . . . . . . . . . . . . . . . . . . .
## NOL9 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZBTB48 . . . . . . . . . . . . . . . . . . . . . . . . .
## KLHL21 . . . . . . . . . . . . . . . . . . . . . . . . .
## PHF13 . . . . . . . . . . . . . . . . . . . . . . . . .
## THAP3 . . . . . . . 1 . . . . . 1 . . . . . . . . . . .
## DNAJC11 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-312B8.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## CAMTA1 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## VAMP3 . . . . . . . . . . . . . 1 . . . 1 . . . . . . .
## PER3 . . . . . . . . . . . . . . . . . . . . . . . . .
## UTS2 . . . . . . . . . . . . . . . . . . . . . . . . .
## TNFRSF9 . . . . . . . . . . . . . . . . . . . . . . . . .
## PARK7 . . 2 . . . . . . 1 1 . 2 . . . 2 1 3 1 3 . 1 . .
## SLC45A1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RERE . . . . . . 1 . . . . . . . . . . . . . . . . . .
## RP5-1115A15.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## ENO1 . 2 2 2 . . 1 . . . 1 . . 1 . . . . 6 1 4 . 2 . .
## ENO1-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## CA6 . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC2A5 . . . . . . . . . . . . . . . . . . . . . . . . .
## GPR157 . . . . . . . . . . . . . . . . . . . . . . . . .
## H6PD . . . . . . . . . . . . . . . . . . . . . . . . .
## SPSB1 . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC25A33 . . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM201 . . . . . . . . . . . . . . . . . . . . . . . . .
## PIK3CD . . . . . . . . . . . . . 1 . . . . . . . . . . .
## C1orf200 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-558F24.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## CLSTN1 . . . . . . . . . . . . . . . . . . . . . . . . .
## CTNNBIP1 . . . . 1 . . . . . . . 1 . . . . . 1 . . . . . 1
## LZIC . . . . . . . . . 1 . . . 1 . . . . . . . . . . .
## NMNAT1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RBP7 . . . . . . . . . . . . . . . . . . . . . . . 1 5
## UBE4B . . . . . . . . . . . . . . . . . . . . . . . . .
## KIF1B . . . . . . . . . . . . . . . . . . . . . . . . .
## PGD . . . . . . . . . . . 1 . . . . 1 . . . . . . . .
## APITD1 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## DFFA . . . . . . . . . . . . . 1 . . 1 . . . . . . . .
## PEX14 . . 1 . . . . . . . . . . . . . . . . . . . . . .
## CASZ1 . . . . . . . . . . . . . . . . . . . . . . . . .
## TARDBP . . . . . . . . . . . . . . . 1 . . . . . . . . .
## RP4-635E18.8 . . . . . . . . . . . . . . . . . . . . . . . . .
## SRM . . . . . . 1 . . . . . . . . . . . . 1 2 . . . .
## EXOSC10 . . . . . . . . . . . . . . . . . . . . . . . . .
## MTOR . . . . . . . . . . . . . . . . . . . . . . . . .
## UBIAD1 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## FBXO2 . . . . . . . . . . . . . . . . . . . . . . . . .
## FBXO44 . . . . . . . . . . . . . . . . . 1 . . . . . . .
## FBXO6 . . . 1 . . . . . . . . . . . . . . . . . . . . .
## MAD2L2 . . . . . . . . . . . . . . . . . . . 1 . . . . .
## DRAXIN . . . . . . . . . . . . . . . . . . . . . . . . .
## AGTRAP . . . . . . . . . . . . . 1 . . 2 . . . 1 . . . 1
## MTHFR . . . . . . . . . . . . . . . . . . . . 1 . . . .
## CLCN6 . . . . . . . . . . . . . . . . . . . 1 . . 1 . .
## NPPA-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## KIAA2013 . . . . . . . . . . . . . . . . . . . . . . . . .
## PLOD1 . . . . . . . . . . . . . . . . . . . . . . . . .
## MFN2 . . . . . . . . . . . . . . . . . . . . . . . . .
## MIIP . . 1 . . . . . . . . . . . . . . . . . 1 . . . .
## TNFRSF8 . . . . . . . . . . . . . . . . . . 2 . . . . . .
## TNFRSF1B . 1 1 1 . . . . . . . . . . . . . . . . . . . . .
## VPS13D . . . . . . . . . . . . . . . . . . . . . . . . .
## DHRS3 . . . . . . . . . . . . . . . . . . . . . . . . .
## PRDM2 . . . . . . . . . . . . . . . . . . . . . . 1 . .
## TMEM51 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP3-467K16.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## EFHD2 1 . . 1 . 1 . . . 1 . . . 1 . . . . 1 . . . 1 . .
## CASP9 . . . . . . . . . . . . . . . . . . . . . . . . .
## DNAJC16 . . . . . . . . . . . 1 1 . . . . . . . . . . . .
## AGMAT . . . . . . . . . . . . . . . . . . . . . . . . .
## DDI2 . . . . . . . . . . . . . . . . . . . . . . . . .
## PLEKHM2 . . . . . . . . . . . . . . . . . . . . . . . . .
## FBLIM1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-169K16.9 . . . . . . 1 . . . . . . . . . . . . . . . . . .
## SPEN . 1 . . . . . . . . . . . . . . . . . . . . . . .
## ZBTB17 . . . . . . . . . . . . . . . . . . . . . . . . .
## ARHGEF19 . . . . . . . . . . . . . . . . . . . . . . . . .
## RSG1 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## FBXO42 . . . . . . 1 . . . . . . . . . . . . . . . . . .
## SZRD1 . . . 1 . . . . . . . . . . . . 1 . . . . . . . .
## SPATA21 . . . . . . . . . . . . . . . . . . . . . . . . .
## NECAP2 1 . . . . . . . . . . . . . . . . 2 . . 2 . 1 . .
## RP4-798A10.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP4-798A10.7 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP4-798A10.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## NBPF1 . . . . . . . . . . . . . . . . . . . . . . . . .
## CROCCP2 . . . 1 . . . 1 . . . 1 . . . . . . . . . . . . .
## CROCC . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-108M9.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-108M9.6 . . . . . . . . . . . . . . . . . . . . . . . . .
## ATP13A2 . . . . . . . . . . . . . . . . . . . . . . . . 1
## SDHB . 1 . . . . . . . . . . . . . . . . . 1 . . . . .
## PADI2 . . . . . . . . . . . . . . . . . . . . . . . . .
## PADI4 . . . . . . . . . . . . . . . . . . . . . . . . .
## RCC2 . . . . . . . . . . . . . . . . . . . . . . . . .
## ARHGEF10L . . . . . . . . . . . . . . . . . . . . . . . . .
## ALDH4A1 . . . . . . . . . . . . . . . . . . . . . . . . .
## IFFO2 . . . . . . . . . . . . . . . . . . . . . . . . .
## UBR4 . . 1 . . . . . . . . . . . . . . . 1 . 1 . . . 1
## RP1-43E13.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## EMC1 . . . . . . . . . . . . . . . . . . . . . 1 . . .
## MRTO4 . . . . . . . . . . . . . . . . . . . . . . . . .
## AKR7A2 1 . . . . . . . 1 . . 1 . . 1 . 3 . . . . . 1 . .
## PQLC2 . . . . . . . . . . . . . . . . . . . . . . . . .
## CAPZB 1 1 3 1 2 . 1 2 . 1 1 . . 1 . . . . 2 2 . . 3 1 .
## MINOS1-NBL1 . . . . . . . . . . . . . . . . . . . . . . . . .
## MINOS1 . . 1 . . . . . . . 1 1 2 . . . . . . . 1 . . . .
## NBL1 . . . . . . . . . . . . . . . . . . . . . . . . .
## TMCO4 . . . . . . . . . . 1 . . . . . . . . . . . . . .
## OTUD3 . . . . . . . . . . . . . . . . . . . . . . . . .
## UBXN10-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## UBXN10 . . . . . . . . . . . . . . . . . . . . . . . . .
## CAMK2N1 . . . . . . . . . . . . . . . . . . . . . . . . .
## MUL1 . . . . . . . . . . 1 . . . . . . . . . . . . . .
## CDA . . . 3 . . . . . . . . . 1 . . 2 . . 1 . . . . .
## PINK1 . . . . . . . . . . . 1 . . . . . . . . . . . . .
## PINK1-AS . . . . . . . . . . . . . . . . . . . . . . . . .
## DDOST . . . . . . . . . . . . . 2 . . . . . . . . . . .
## HP1BP3 . 1 . . . . . . 1 1 . . . . 1 1 . . . . . . . . .
## RP5-930J4.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## EIF4G3 . . . . . . . . . . . . . . . . . . . . . . . . .
## ECE1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP3-329E20.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## NBPF3 . . . . . . . . . . . . . . . . . . . . . . . . .
## ALPL . . . . . . . . . . . . . . . . . . . . . . . . .
## USP48 . 1 . 1 . . . . . . . . . . . . . . . . . . . . 2
## HSPG2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP1-224A6.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## LINC00339 . . . . . . . . . . . . . . . . . . . . . . . . .
## CDC42 . . 1 2 1 1 1 . . . . . . 1 1 . 1 1 . . . . . . 1
## ZBTB40 . . . . . . . . . . . . . . . . . . . 1 . . . . .
## C1QA . . . . . . . . . . . . . . . . . . . . . . . . .
## C1QC . . . . . . . . . . . . . . . . . . . . . . . . .
## C1QB . . . . . . . . . . . . . . . . . . . . . . . . .
## EPHB2 . . . . . . . . . . . . . . . . . . . . . . . . .
## KDM1A . . . . . . . . . . . . . . . . . . . . . . . . .
## LUZP1 . . . . . 1 . . . . . . . . . . . . . . . . . . .
## RP5-1057J7.6 . . . . . . . . . . . . . . . . . . . . . . . . .
## HNRNPR . . 1 . . . . . . . 1 . . . . . . . . . . . . . .
## ZNF436 . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf213 . . . . . . . . . . . . . . . . . . . . . . . . .
## TCEA3 . . . . . . . . . . . . . . . . . . . . . . . . 1
## E2F2 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## ID3 . . . . . . . . . . . . . . . . . . . . . . . . .
## MDS2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RPL11 41 39 24 19 3 14 17 20 4 6 43 33 14 16 7 10 11 10 64 23 47 7 26 9 16
## TCEB3 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP5-886K2.3 1 . . . . . . . . . . . . . . . . . . . . . . . .
## PITHD1 1 . . . . . . . . . . 1 . . . . . . . . . . . . .
## LYPLA2 1 . . . . . . . . . . . . . . . . . . . . . . . .
## GALE . . . . . . . . . . . . . . . . . . . . . . . . .
## HMGCL . . . . . . . . . . . . . . . . . . . . . . . 1 1
## FUCA1 . . . . . . . . . . . . . . . . . . . . . . . . .
## CNR2 . . . . . . . . . . . . . . . . . . . . . . . . .
## PNRC2 . 1 1 . . . . . . . . . . . . . . . . . . . . . .
## SRSF10 . . . . . . . . . . . . . 1 . . . . 1 . . . . . .
## IFNLR1 . . . . . . . . . . . . . . . . . . . . . . . . .
## STPG1 . . . . . . . . . . . . . . . . . . . . . . . . .
## NIPAL3 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## RCAN3 . . . . . . . . . . . 1 . . . . . . . 1 . . . . .
## RP4-594I10.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## SRRM1 . . . . 1 . . . 1 . . . . . . . . . . . . . 1 . .
## CLIC4 . . . . . . . . . . . . . . . . . . . . . . . . .
## RUNX3 . . . . . . . . . . . . . . . . . . . . . . . 1 .
## SYF2 . . . . 1 1 . . . . 3 1 . 1 . 1 2 . 3 . 1 . . . .
## C1orf63 1 1 . . . . . . . . 1 2 . . . . . . . 2 . . . . .
## RP3-465N24.6 . . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM50A . . 2 . 1 . . . . . . . 1 . . . . 2 . . . . . . .
## TMEM57 . . . . . . . . . . . . . . . . . . . . . . . . .
## LDLRAP1 . . . . . . . . . . . 2 1 . . . . . . . . . . . .
## RP11-70P17.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## MAN1C1 . . . . . . . . . . . . . . . 1 . . . . . . . . .
## RP1-187B23.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## SEPN1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP1-317E23.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## MTFR1L . . . 1 . . . . . . . . . . . . . . . . . . . . .
## AL020996.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## PAQR7 . . . . . . . . . . . . . . . . . . . . . . . . .
## STMN1 . . . . . . . . . . . . . . . . . . . . . . 15 . .
## PAFAH2 . . . . . . . . . . . . . . . . . . . . . . . . .
## PDIK1L . . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF593 . . . . . . . . 1 1 . . . . . . . . . . . . . . .
## CNKSR1 . . . . . . . . . . . . . . . . . . . . . . . . .
## CEP85 . . . . . . . . . . . . . . . . . . . . . . . . .
## SH3BGRL3 2 5 6 12 3 3 2 . 2 1 1 1 1 6 2 . 2 3 17 3 6 1 1 1 10
## UBXN11 . . . . . . . . . . . . . 1 . . . . . . . . 1 . .
## CD52 6 8 13 4 . 2 . 2 1 2 8 3 3 3 3 . . 1 14 10 6 1 7 1 .
## AIM1L . . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF683 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## DHDDS . . . . . . . . . . . . . 1 . . . . . . 1 . . . .
## HMGN2 . . . . . . . . . 1 . . . . . . . . . . . . 1 . .
## RPS6KA1 . . 1 . . . . . . . . . . . . . 1 . 1 . . . . . .
## ARID1A . . 1 . . . . . . . 1 . . . . . . . . . . . . . .
## PIGV . . . . . . . . . . . . . . . . . . . . . . . . .
## ZDHHC18 . . . . . . . . . . . . . . . . . . . . . . . . .
## GPN2 . . . . . . . . . . . . 1 . 1 . . . . . . . . . .
## GPATCH3 . . . . . . . . . . . . . . . . . . . . . . . . .
## NUDC . 2 2 . . . . . . . . . 1 . . . . . . . 1 . . . .
## C1orf172 . . . . . . . . . . . . . . . . . . . . . . . . .
## TRNP1 . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC9A1 . . . . . . . . . . . . . . . . . . . . . . . . .
## WDTC1 . . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM222 . . . . . . . . . . . . . . . . . . . . . . . . .
## SYTL1 . . 2 . . . . . . 1 . . . . . . 1 . 1 1 . . . . .
## MAP3K6 . . . . . . . . . . . . . . . . . . . . . . . . .
## WASF2 . 2 . . . 1 . . . . . 1 1 . . . . . 1 . 1 . . 1 1
## RP1-159A19.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## AHDC1 . . . . . . . . . . . . . . . . . . . . . . . . .
## FGR . 1 . . . . . . . 2 . . . 3 . . 4 . 4 . . . . . .
## IFI6 . 1 . 1 . . . . . 1 . 1 . 2 . 1 1 . 4 . 1 . 1 . .
## FAM76A . . . . . . . . . . . . . . . . . . . . . . . . .
## STX12 . . . . . 1 . 1 . . . . . . . 1 . . . . . . . . .
## PPP1R8 . . . . . . . . . . . . . . . . . . . . . . . . .
## THEMIS2 . . . . . . . . . . . . . . . . 2 . 2 . . . . . .
## RPA2 . . . . . . . . . . 1 1 1 . . . . . . . . . 1 . .
## XKR8 . . . . . . . . . . . . 1 . . . . . . . . . . . .
## EYA3 . . . . . . . . . . . . . . . . . . . . . . . . .
## PTAFR . . . . . . . . . . . . . 1 . . . . . . . . . . .
## DNAJC8 . . . . . 1 . . . . . . . . . . . 1 2 . 1 . 2 . .
## AL353354.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## ATPIF1 . . 2 . . . . . . . . . 1 . . . . . 1 . . . . 1 .
## RP5-1092A3.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## SESN2 . . . . . . . . . . . . . . . . . . . . . . . . .
## MED18 . . . . . . . . . . . . . . . . . . . . . . . . .
## PHACTR4 . . . . . . . . . . . . . . . . . . . . . . . . .
## RCC1 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## TRNAU1AP . . . . . . . . . 1 . . . . . . . . . . . . . . .
## SNHG12 . . . . . . . . . . . . . . . . . . . 1 . 1 . . .
## TAF12 . . 1 . . 1 . . . . . . . 1 . . . 1 . . . . . . .
## RP11-442N24--B.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RNU11 . . . . . . . . . . . . . . . . . . . . . . . . .
## GMEB1 . . . . . . . . . . . . . . . . . . . . . . 1 . .
## YTHDF2 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## EPB41 . . . . . . . . . . . . . 1 1 . . . . . . . . . .
## TMEM200B . . . . . . . . . . . . . . . . . . . . . . . . .
## SRSF4 . . . . . . . . . . . . . . . . . . . . 2 . . . .
## MECR . . . . . . . . . . . . . . . . . . . . . . . . .
## MATN1 . . . . . . . . . . . . . . . . . . . . . . . . .
## MATN1-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## LAPTM5 . 9 16 2 . 2 . 3 1 2 . 2 3 4 . . 1 . 3 2 4 3 4 1 .
## PUM1 . . 1 . . . . . . . . . . . . . . . . . . . . . .
## SNRNP40 . . 1 . . . . . 1 . . . . . . . . . . . 1 . . . .
## ZCCHC17 . . . . . . . . . . . . 1 . . . . 1 . . 1 . . . .
## SERINC2 . . . . . . . . . . . . . . . . . . . . . . . . .
## PEF1 . . . . . . . . . . . . . . . . . . 5 . . . . . .
## SPOCD1 . . . . . . . . . . . . . . . . . . . . . . . . .
## PTP4A2 1 1 1 . . 1 . . . . . 1 . . . . . . . . 1 1 . . .
## KHDRBS1 . . . . . 1 . . 1 . . . . 1 . . . 1 1 . . . . . .
## TMEM39B . . . . . . . . . . . . . . . . . . . . . . . . .
## KPNA6 . . . . . . . . . . . . . . . . . . . . . . . . .
## TXLNA . . . . . . . . . . . . . . . . . . . . . . . . .
## CCDC28B . . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM234 . . . . . . . . . . . . . 1 . . . . . . . . . . .
## EIF3I 1 1 1 1 . . 1 . . . 1 . 1 1 . . . . 1 1 1 . . . .
## FAM167B . . . . . . . . . . . . . . . . . . . . . . . . .
## LCK . . . . . . 1 . . . . 2 . . . . . . . . . . . 1 .
## HDAC1 . . . . 1 . . . . . . . . . . . . . . . . . . . .
## MARCKSL1 . . . . . . . . . 1 . . 1 . . . . . . 1 2 1 . . .
## FAM229A . . . . . . . . . . . . . . . . . . . . . . . . .
## BSDC1 . . . . . . . . . . . 1 . . . . . . . . . . . . .
## ZBTB8A . . . . . . . . . . . . . . . . . . . . . . . . .
## ZBTB8OS . 1 . . . . . . . . . . . . 1 . . . . . 1 . . . .
## RBBP4 . 1 . . . . . . . . . . . . . . . . . . . . . . 1
## SYNC . . . . . . . . . . . . . . . . . . . . . . . . .
## YARS . . . . . . . . . . . . . . . . . . . . . . . . .
## S100PBP . . . . . . . . . . . . . . . . . . . . . . . . .
## RNF19B . . . . . . . . . . . . . . . . . . . . . . . . .
## AK2 . . . . 1 . . . . . . . . . . . . . . . 1 . . . .
## ADC . . . . . . . . . . . . . . . . . . . . . . . . .
## TRIM62 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF362 . . . . . . . . . . . . . . . . . . . . . . . . .
## PHC2 . . . . . . . . . . . . . . . . . . . . . . . . .
## SMIM12 . . . 1 1 . . . . . . . . . . . . 1 . . . 1 . . .
## DLGAP3 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-244H3.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZMYM6NB . . . . . . . . . . . . . . . . . . . . . . . . .
## ZMYM6 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZMYM1 . . . . . . . . . . . . . . . . . . . . . . . . .
## SFPQ 1 . . . . . . . . . 1 1 . . 1 . . . 1 . . . 2 . .
## ZMYM4 . . 1 . . . . . . . . . . . . . . . . . . . . . .
## KIAA0319L . . . . . . 1 . . . . . . . . . . . . . . . . . .
## NCDN . . . . . . . . . . . . . . . . . . . . . . . . .
## RP4-728D4.2 . . . . . . . . . . . . . . . . . . . . . 1 . . .
## TFAP2E . . . . . . . . . . . . . . . . . . . . . . . . .
## PSMB2 . 1 . . . . . . 1 . . . 1 . . . . . . . 1 . . . .
## C1orf216 . . . . . . . 1 . . . . . . . . . . . . . . . . .
## CLSPN . . . . . . . . . . . . . . . . . . 2 . . . . . .
## AGO4 . . . . . . . . . . . . . . . . . . . . . . . . .
## AGO1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP4-789D17.5 . . . . . . . . . . . . . . . . . . . . . . . . .
## AGO3 . . . . . . . . . . . . . . . . . . . . . . . . .
## ADPRHL2 . . . . . . . . . . . . . 1 . . . . . . . . . . .
## TRAPPC3 . 1 . . 1 . . . . . 1 . . . . . . 1 1 . . . . . .
## MAP7D1 . . . . . . . . . . . . . . . . . . . 1 . . . . 1
## THRAP3 . . . . . . . . . . . 1 . . . . . . . . . . . . .
## SH3D21 . . . . . . . . . . . . . . . . . . . . . . . . .
## EVA1B . . . . . . . . . . . . . . . . . . . . . . . . .
## STK40 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## LSM10 . 3 . . 1 . . . . . . . . 1 . . 2 1 . . 1 1 . . .
## OSCP1 . . . . . . . . . . . . . . . . . . . . . . . . .
## MRPS15 . 2 . . 1 . . . . . . . . 1 . 1 . . . . . . . . .
## CSF3R . . . . . . . . . . . . . 5 . . . . . . . . . . .
## LINC01137 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZC3H12A . . 1 . . . . . . . . . . . . . . . . . . . . . .
## MEAF6 1 1 . . . 1 . . 1 . . . 1 . . . . . . . 3 . . . .
## SNIP1 . . . . . . . . . . . . . . . . . . . . . . . . .
## GNL2 . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf109 . . . . . . . . . . . . . . . . . . . . . . . . .
## CDCA8 . . . . . . . . . . . . . . . . . . . . . . . . .
## YRDC . . . . . . . . . . . . . . . . . . . 1 . . . . .
## C1orf122 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## MTF1 . . . . . 1 . . . . . . . . . . . . . . . . . . 1
## INPP5B . 1 . . . . . . . . . . . . . . . . . . . . 1 . .
## SF3A3 . . . 1 . . . . . . . . . . . . . . 1 . . . . . .
## FHL3 . . . . . . 2 . . . . . . . . . . . . . . . . . .
## UTP11L . . . . . . . . . . 1 . . . . . . . . . . . . . .
## RRAGC 1 1 . . . . 1 . . . . . 2 . . . . . . . . . . . .
## RP5-864K19.4 . . . . . . . . . . . . . . . . . . . . . . . 1 1
## MYCBP . 1 . . . . . . . . . . . . . . . 1 . . 1 . . . 1
## AKIRIN1 . . . . . . 1 . 1 . . . . . . . . 1 . . . . 1 . .
## NDUFS5 . 2 3 . 1 . . . . . . 2 1 . . 1 . . . 2 . . . . .
## MACF1 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## KIAA0754 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-69E11.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## PABPC4 . . . . . . . . . . . . 1 . . . . . 1 . . . . . .
## HPCAL4 . . . . . . . . . . . . . . . . . . . . . . . . .
## PPIE . . 1 . . 1 1 . . . . . . . . . . . . . . . . . .
## TRIT1 . . . . . . . . . . . 1 . . . . . . . . . . . . .
## MYCL . . . . . . . . . . . . . . . . . . . . . . . . .
## MFSD2A . . . . . . . . . . . . . . . . . . . . . . . . .
## CAP1 . 2 . . . 2 . . 1 . . . . 1 . . . 2 4 . 2 1 . . .
## PPT1 1 . 1 . . . . . . . . 1 . . . . 1 . . 1 . . . . .
## RLF . . . . . . . . . . . . . . . . . . . . . . . . .
## RP1-39G22.7 . . . 1 . . . . . . . . . . . . . . . . . . . . .
## ZMPSTE24 . . . . . . . . . . . . . . . . . 1 . . . . . . .
## COL9A2 . . . . . . . . . . . . . . . . . . . . . . . . .
## SMAP2 . . . . . . . . . . 1 . . . . . 1 . . 1 1 . . . .
## ZFP69B . . . . . . . . . . . . . . . . . . . . . . . . .
## ZFP69 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-656D10.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## EXO5 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF684 . . . . . . . . . . . . . . . . . . . . . . . . .
## RIMS3 . . . . . . . . . . . . . . . . . . . . . . . . .
## NFYC-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## NFYC . . . . . . . . . . . . . . . . . . . . . . . . 1
## CITED4 . . . . . . . . . . . . 1 . . . . . . . . . . . .
## CTPS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## SLFNL1 . . . . . . . . . . . . . . . . . . . . . . . . .
## SCMH1 . . . . . . . . . . . . . . . . . . . . . . . . .
## HIVEP3 . . . . . . . . . . . . . . . . . . . . . . . . .
## FOXJ3 . . . . . . . . . . . . . . . . . . . . . . . . .
## PPCS . 3 . . . . 1 1 . . . . . . . . 1 . 1 . . . 1 . 1
## CCDC30 . . . . . . . . . . . . . . . . . . . . . . . . .
## PPIH . . . . . . . . . . . . . . . . . . . 1 . . . . .
## YBX1 2 7 4 8 1 2 . 1 . 3 6 2 2 5 . . . 1 6 1 6 2 4 . 3
## LEPRE1 . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf50 . . . . . . . . . . . . . . . . . 1 . . . . . . .
## CCDC23 . . . . . . . . . . . 1 . 10 . . . . . 1 . . . . .
## ERMAP . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-342M1.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF691 . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC2A1 . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC2A1-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## EBNA1BP2 1 . . . . . . . 1 . . . . . . . . . . . . . . . .
## WDR65 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP1-92O14.3 . . . . . 1 . . . . . . . . . . . . . . . . . . .
## CDC20 . . . . . . . . . . . . . . . . . . . . . . . . .
## ELOVL1 . . 1 . . . . . . . . . . . . . . . . . 1 . 2 . .
## MED8 . . . . 1 . . . . . 1 . . . . . . . . . . . . . .
## SZT2 . . . . . . . . . . . . . . . . . . . . . . . . .
## HYI . . . . . . . . . . . . . . . . . . . . . . . . .
## KDM4A . . . . . . . . . . . . . . . . . . . . . . . . .
## KDM4A-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## ST3GAL3 . . . . . . . . . . . . . . . . . . . . . . . . .
## IPO13 . . . . . . . . . . . . . . . . . . . . . . . . .
## DPH2 . . . . . . . . . . . . . . . . . . . . . . . . .
## ATP6V0B . 2 . 1 1 . . . . 2 1 . . 1 . . 1 . 2 . 1 . 1 . .
## CCDC24 . . . . . . . . . . . . . . . . . . . . . . . . .
## DMAP1 . . . . . . . . . . . . . . . . . . 1 . . . 1 . .
## ERI3 . . . . . . . . . . . . . . . . . . . . . . . . .
## RNF220 . . . 1 1 . . . . . . . . . . . . . . . . . . . .
## TMEM53 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## C1orf228 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## KIF2C . . . . . . . . . . . . . . . . . . . . . . . . .
## RPS8 15 62 34 5 3 7 9 12 27 1 29 16 9 9 2 2 5 5 16 8 23 9 14 8 4
## BEST4 . . . . . . . . . . . . . . . . . . . . . . . . .
## PLK3 . . 1 . . . . 1 . . . . 1 1 . . . . . . . . . . .
## BTBD19 . . . . . . . . . . . . . . . . . . . . . . . . .
## PTCH2 . . . . . . . . . . . . . . . . . . . . . . . . .
## EIF2B3 . . . . . . . . . . . . 1 . . . . . . . . . . . .
## HECTD3 . . . . . . . . . . . . . . . . . . . . . . . . .
## UROD . . . . . . . . . . . . . . . . . . . . . . . . .
## HPDL . . . . . . . . . . . . . . . . . . . . . . . . .
## MUTYH . . . . . . . . . . . . . . . . . . . . . . . 1 .
## TOE1 . . . . . . . . . . . . . . . . . . . . . . . . .
## TESK2 . . . . . . . . . . . . . . . . . . . . . . . . .
## CCDC163P . . . . . . . . . . . . . . . . . . . . . . . . .
## PRDX1 . . . 1 . 2 . . . 1 . 1 . . . . . . 1 . . . . . .
## AKR1A1 . . . . . . . . . . 1 . 1 . . . 1 . 1 . . . 1 . .
## NASP 1 . . 1 . . . . . . 1 . . . . . . . . . 1 1 . . .
## GPBP1L1 . . 1 . . . . . . . . . . . . . . . . . 1 1 . . .
## TMEM69 . . . . . . . . . . . . . . . . . . . . . . . . .
## IPP . . . . . . . . . . . . . . . . . . . . . . . . .
## MAST2 . . . . . . . . . . . . . . . . . . . . . . . . .
## PIK3R3 . . . . . . . . . . . . . . . . . . . . . . . . .
## POMGNT1 . . . . . . . . . . . . . . . . . . . . . . . . .
## LRRC41 . . . . . . . . . . . . . . . . . . . . . . . . .
## UQCRH 1 1 2 . . 1 1 . . . 4 . 1 1 . 1 . . 1 . 1 . . . 2
## NSUN4 . . . . . . . . . . . . . . . . . . . . . . . . .
## FAAH . . . . . . . . . . . . . . . . . . . . . . . . .
## MKNK1 . . . . . . . . . . . . . . . . 1 . . . . . . . .
## MOB3C . . 1 . . . . . . . . . . . . . . . . . . . . . .
## ATPAF1 . . . . . . . . . . . . . . . . . . . . . . . . .
## EFCAB14 . . . . . . . 1 . . . . . . . . . . . . 1 . . . .
## PDZK1IP1 . . . . . . . . . . . . . . . . . . . . . . . . .
## TAL1 . . . . . . . . . . . . . . . . . . . . . . . . .
## CMPK1 1 . . . . . . 1 . . 1 1 1 1 . . . . . . 1 1 . 1 .
## RP11-511I2.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## FOXD2-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## FOXD2 . . . . . . . . . . . . . . . . . . . . . . . . .
## SPATA6 . . . . . . . . . . . . . . . . . . . . . . . . .
## BEND5 . . . . . . . . . . . . . . . . . . . . . . . . .
## FAF1 . . . . . . . . . . . . . . . . . . . . . . . . .
## CDKN2C . . . . . . . . . . . . . . . . . . . . . . . . .
## RNF11 1 1 . . . . . . . . . . 1 . . . . . . . . . . . .
## EPS15 . . . . . . . . . . . . . . . . . . . 1 1 . . . .
## OSBPL9 . . . . . . . . . 1 . . . . . . . . . 1 . . . . .
## NRD1 . . . . . . . . . 1 . . . . . . . . 1 . . . . . .
## TXNDC12 . . 1 . 1 . 1 . 1 2 . . . . 1 1 . . 1 . . . 1 . .
## KTI12 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## BTF3L4 . . . . . . . . . . . . 1 . . . . . . . . . . . .
## ZFYVE9 . . . . . . . . . . . . . . . . . . . . . . . . .
## CC2D1B . . . . . . . . . . . . . . . . . . . . . . . . .
## ORC1 . . . . . . . . . . . . . . . . . . . . . . . . .
## PRPF38A . . . . . . . . . . . . . . . . . . . . . . . . .
## ZCCHC11 . . 1 . . . . . . . . . . . . . . . . . . . 1 . .
## GPX7 . . . . . . . . . . . . . . . . . . . . . . . . .
## FAM159A . . . . . . . . . . 1 . 1 . . . . . . 1 . . . . .
## COA7 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZYG11B . . . . . . 1 . . . . . . . . . . . . . . . . . .
## ECHDC2 . . 1 . . 2 1 . . . 1 2 . . . . . . . . . . . . .
## SCP2 1 1 . 1 . 1 . . 1 1 . . . . . . 1 . . . . . . . 1
## PODN . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC1A7 . . . . . . . . . . . . . . . . . . . . . . . . .
## CPT2 . . 1 . . . . . . . . . . . . . . . . . . . . . .
## C1orf123 . 1 . . . . . . . . . . . . . . . . . 1 1 . . . .
## RP5-1024G6.7 . . . . . . . . . . . . . . . . . . . . . . . . .
## MAGOH . . . . . . . 1 . . . . . 2 . 1 . . 2 . 1 . . . .
## RP4-784A16.5 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-117D22.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## NDC1 . . . . . . . . . . . . . . . . . . . . . . . . .
## YIPF1 . . . . . . . . . . . . . . . . 1 . . . . . . . .
## HSPB11 . . . . . . . . 1 . . . . 1 . . . . . . . . . . .
## LRRC42 . . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM59 1 1 1 . . 1 1 . . . . . . 2 . . . . 1 1 1 . . . .
## TCEANC2 . . . . . . . . . . 1 . . . . . . . . . . . . . .
## CYB5RL . . . . . . . . . . . . . . . . . . . . . . . . .
## MRPL37 . . . . . . . . . . . 1 . . . . . . . . . . . . .
## SSBP3 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## ACOT11 . . . . . . . . . . . . . . . . . . . . . . . . .
## TTC4 . . . . . . . . . . . . . . . . . . . . . . . . .
## PARS2 . . . . . . . . . . . . . . . . . . . . . . . . .
## TTC22 . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf177 . . . . . . . . . . . . . . . . . . . . . . . . .
## DHCR24 . . . . . . . . . . . . . . . . . . . . . . . . .
## USP24 . . . . . . . . . . . . . . . . . . . . . . . . .
## DAB1 . . . . . . . . . . . . . . . . . . . . . . . . .
## OMA1 . . . . . . . . . . . . . . . . . . . . . . 1 . .
## MYSM1 . . . . . . . . . . . . . . . . . . . . . . . . .
## JUN 11 . 13 1 . . . . . . 5 3 2 2 7 . 1 . 6 1 2 . 8 . 3
## LINC01135 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP4-794H19.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## FGGY . . . . . . . . . . . . . . . . . . . . . . . . .
## HOOK1 . . . . . . . . . . . 1 . . . . . . . . . . . . .
## CYP2J2 . . . . . . . . . . . . . . . . . . . . . . . . .
## NFIA . . . . . . . . . . . . . . . . . . . . . . . . .
## TM2D1 . 1 1 . . 1 . 1 . . 1 . . . . . . . 1 . . . . . .
## INADL . . . . . . . . . . . . . . . . . 1 . . . . . . .
## L1TD1 . . . . . . . . . . . . . . . . . . . . . . . . .
## USP1 . 1 . . . . . . . 1 1 . . . 1 . . . . . 1 . . . .
## DOCK7 . . . . . . . . . . . . . . . . . . . . . . . . .
## ATG4C . . . . . . . . . . . . . . . . . . . . . 1 . . .
## ALG6 . . . . . . . . . . . . . . . . . . . . . . . . .
## ITGB3BP . . . . . . . . . . . . . . . . . . . . . . . . .
## EFCAB7 . . . . . . . . . . . . . . . . . . . . . . . . .
## DLEU2L . . . . . . . . 1 . . . . . . . . . . . . . . . .
## PGM1 . 1 . . . . . . . . . . . . . . . . . 1 . . . 1 .
## RAVER2 . . . . . . . . . . . . . . . . . . . . . . . . .
## JAK1 . 1 . . . . . . . 1 . . 1 . . . . . 1 1 . . . . 1
## AK4 . . . . . . . . . . . . . . . . . . . . . . . . .
## LEPR . . . . . . . . . . . . . . . . . . . . . . . . .
## LEPROT . . . . . . . . . . 1 . . . . . 2 . 1 . . . . . .
## PDE4B . . . . . . . . . . . . . . . . . . . . . . . . .
## MIER1 . . . . . . . . . . . . . . . . . 1 . . . . . . .
## SLC35D1 . . . . . . 1 . . . . . . . . . . . . . . . . . .
## IL23R . . . . . . . . . . . . . . . . . . . . . . . . .
## IL12RB2 . . . . . . . . . . . . . . . . . . . . . . . . .
## SERBP1 . 1 1 1 . 1 . 1 . . 1 . . 1 . . . . 1 1 . . . . .
## GADD45A . . . . . . . . . . . . . . . . . . . . . . . . .
## WLS . . . . . . . . . . . . . . . . . . . . . . . . .
## LRRC7 . . . . . . . . . . . . . . . . . . . . . . . . .
## LRRC40 . . . . . . . . . . . . . . . . . . . . . . . . .
## SRSF11 . . . 1 . . 1 . . . . . . . . . . . . . . . . . .
## ANKRD13C . . . . . . . . . . . . . . . . . . . . . . . . .
## HHLA3 . . . . . . . . . . . . . . . . . . . . . . . . .
## CTH . . . . . . . . . . . . . . . . . . . . . . 1 . .
## ZRANB2 . . 1 . . . 1 . . . . . . . . . . . . . . 1 . . .
## LRRIQ3 . . . . . . . . . . . . . . . . . . . . . . . . .
## FPGT . . . . . . . . . . . . . . . . . . . . . . . . .
## CRYZ . . . . . . . . . . . . 1 . . . . . . . . . . . .
## TYW3 . . . . . . . . . . . . . . . . . . . . . . . . .
## ACADM . . . . . . . . . . . . . . 1 . . . . 1 . . . . .
## RABGGTB . 1 . . . . . . 1 . . 1 . . . . . 1 . . . . . . .
## ST6GALNAC3 . . . . . . . . . . . . . . . . . . . . . . . . .
## PIGK . . . . . . . . . . . . . . . . . . . . . . . . 1
## AK5 . . . . . . . . . . . 1 . . . . . . . . . . . . 1
## ZZZ3 . . . . . . . . . . . . . . . . . . . . . . . . .
## USP33 . . 2 . . . . . . . . . . . . . . . . . . . . . .
## FAM73A . . . . . . . . . . . . . . . . . . . . . . . . .
## NEXN . . . . . . . . . . . . . . . . . . . . . . . . .
## FUBP1 . . . . . . . . . . 2 . . . . . . . . 1 1 . 2 . .
## DNAJB4 . 1 . . . . . . . . . . . . . . . . . 1 . . . . .
## RP11-386I14.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## IFI44L . . . . 1 . . . . . 1 . . . . . . . . . 1 . . . .
## IFI44 . . . . . 1 . . . . . . . . . . . . . . . . 1 . .
## RP5-887A10.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-475O6.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-486G15.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## PRKACB . 1 . . . . . . . . . . . . . . . . . . . . . . .
## RPF1 . . . . . . . . . . . . . . . . . . . . . . . . .
## GNG5 . 1 1 . . . . . . 1 . . . 1 . . . . . . 1 . . 3 .
## CTBS . . . . . . . . . . . . . . . . . . . . . . . . .
## SSX2IP . . . . . . . . . . . . . . . . . . . . . . . . .
## MCOLN2 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## MCOLN3 . . . . . . . . . . . . . . . . . . . . . . . . .
## SYDE2 . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf52 . . . . . . . . . . . 1 1 . . . . . . . . . . . .
## BCL10 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## RP11-131L23.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZNHIT6 . . . . . . . . . . . . . . . . . . . 3 . . . . .
## ODF2L . . . . . 1 1 . . . . . 1 . . . . . . . . . . 1 .
## RP4-612B15.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## SH3GLB1 . 1 . . . . . . . . . . . . . . . 1 . . . . . . .
## SEP15 1 1 2 . 1 . . . . . . . 1 1 . . . 1 . 2 . 1 . . 1
## HS2ST1 . . . . . . . . . . . . . . . . . . . . . . . . .
## LMO4 . . . 1 . . . . . . . . . . . . . . . 1 . . . . .
## PKN2 . . . . . . . . . . . . . . . . . . . . . . . . .
## GTF2B . . . . . 1 . . . . . . . . . . . . . . . . . . .
## CCBL2 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## RBMXL1 . . . . . 1 . . . . . . 1 . . . . . . . . . . . .
## GBP3 . . . . . . . 1 . . . . . . . . . . . . . . . . .
## GBP1 . . . . . . . . . . . 1 1 . . . . . . . . . . . .
## GBP2 . . 3 . . . 16 . . . . . . . . . . . . . 2 . . . .
## GBP4 . . 1 . . . . . . . . . . . . . . . . . . 1 . . .
## GBP5 1 1 . . . . . 1 . . . . . . . . . 1 . . . . . . .
## LRRC8B . . . . . . . . . . . . . . . . . . . . . . . . .
## RP5-1007M22.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## LRRC8C . . . . . . . . . . . . . . . . . . . . . . . . .
## RP5-943J3.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## LRRC8D . . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF326 . 1 . 1 . . . . . . . . . . . . . . . . . . . . .
## ZNF644 . . . . . . . . . . . . . . . . . 1 . 1 . . . . .
## CDC7 . . . . . . . . . . . . . . . . . . . . . . . . .
## TGFBR3 . . . . . . . . . . . . . . . . . . . . . . . . .
## BTBD8 . . . . . . . . . . . . . . . . . . . . . . . . .
## KIAA1107 . . . . . . . . . . . . . . . . . . . . . . . . .
## GLMN . . 1 . . . . . . . . . . . . . . . . . . . . . .
## RPAP2 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## GFI1 . . . . . . . 1 . . . . . . . . . . . . . . . . .
## EVI5 . . . . . . . . . . . . . . . . . . . . . . . . .
## RPL5 5 17 7 3 . 5 9 4 3 . 27 18 7 4 4 6 2 2 12 2 12 6 19 5 5
## FAM69A . . . . . . . . . . . . . . . . . . . . . . . . .
## MTF2 . . 1 . . . . . . . . . . . . 1 . . . . 2 . . . .
## TMED5 . . . . . . . . . . . . . . . . . . 1 . 1 . . . .
## CCDC18 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## DR1 . . . . . . . . 1 . . . . . . . . . . . . . 1 . 1
## FNBP1L . . . . . . . . . . . . . . . . . . . . . . . . .
## RP4-561L24.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## DNTTIP2 . 1 . . . . . . . . . . . . . . . . . . . . 1 . .
## GCLM . . . . . 1 . . . . . . . . . . 1 . . . . . . . .
## ARHGAP29 . . . . . . . . . . . . . . . . . . . . . . . . .
## ABCD3 . . . . . . . . . . . . . . . . . . . . . . . . .
## CNN3 . . . . . . . . . . . . . . . . . . . . . . . . .
## ALG14 . . . . . . . . . . . . . . . . . . . . . . . . .
## RWDD3 . . . . . . . . . . . . . . . . . . . . . . . . .
## PTBP2 . . . . . . . . . . . . . . . . . . . . . . . . .
## DPYD . 1 . . . . . . . . . . . . . . . . . . . . . . .
## AGL . . . . . . . . 1 . . . . . . . . . . . . . . . .
## RP5-884G6.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC35A3 . . . . . . . 1 . . . . . . . . . . . . . . . . .
## HIAT1 1 . . . . . . . . . . . . . . . 1 . . . 1 . . . .
## SASS6 . . . . . . . . . . . . . . . . . . . . . . . . .
## TRMT13 . . . . . . . . . . . . . . . . . . . . . . . . .
## DBT . . . . . . . . . . . . . . . . . . . . . . . . .
## RTCA . . . . . . . . . . . . . . . . . . . . . . . 1 .
## CDC14A . . . . . . . . . . . . . . . . . . . . . . . . .
## EXTL2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP4-549L20.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC30A7 . . . . . . . . . . . . . . . . . . . . . . . . .
## DPH5 . . . . . . . . . . 18 . . . . . . . . 1 . . . . .
## AC093157.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-421L21.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-421L21.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP4-575N6.4 . . . . . . . . . . . . . . . . . . . . . 1 . . .
## S1PR1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RNPC3 . . . . . . . . . . . . . . . . . . . . . . . . .
## AMY2B . . . . . . . . . . . . . . . . . . . . . . . . .
## PRMT6 . . . . . . . . . . . 1 . . . . . . . . . . . . .
## VAV3 . . . . . . . . . . . . . . . . . . . . . . . . .
## VAV3-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-356N1.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC25A24 . . . 1 . . . . . . . . . . . . . . . . . . . . .
## RP11-483I13.5 . . . . . . . . . . . . . . . . . . . . . . . . .
## FAM102B . . . . . . . . . . . . . . . . . . . . . . . . .
## HENMT1 . . . . . . . 2 . . . . . . . . . . . . . . . . .
## PRPF38B . . 2 . . 1 . . . . . 1 1 1 . . . . . . 1 . . . .
## STXBP3 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## GPSM2 . . . . . . . . . . . . . . . . . . . . . . . . .
## CLCC1 . . . . . . . . . . . . . . . . . . . . . . . . .
## WDR47 . . . . . . . . . . . . 1 . . . . . . 1 . . . . .
## TAF13 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP5-1065J22.8 . . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM167B . . . . . . . . . . . . . . . . . . . . . . . . .
## KIAA1324 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## SARS . . . . . . . . . 1 . . . . . . . . . . . . . . .
## CELSR2 . . . . . . . . . . . . . . . . . . . . . . . . .
## PSRC1 . . . . . . . . . . . . . . . . . . . . . . . . .
## SORT1 . . . . . . . . . . . . . . . . . . . . . . . . .
## PSMA5 . . . . . . . . . . . 1 . 1 . 1 . . . . . . . . .
## ATXN7L2 . . . . . . . . . . . . . . . . . . . . . . . . .
## CYB561D1 . . . . . . . . . . . . . . . . . . . . . . . . .
## AMIGO1 . . . . . . . . . . . . . . . . . . . . . . . . .
## GPR61 . . . . . . . . . . . . . . . . . . . . . . . . .
## GNAI3 . . . . . 1 . . . . . . 1 . . . . . 1 . . . . . .
## AMPD2 . . 1 . . . . . . . . . . . . . . . 2 . . 1 . . .
## GSTM4 . . . 1 . . . . . . . . . . . . . . . . . . . . .
## GSTM2 . . . . . . . . . . . . . . . . . . . . . . . . .
## GSTM1 . . . . . . . . . . . . . . . . . . . . . . . . .
## GSTM3 . . . . . . . . . . . . . . . . . . . . . . . . .
## CSF1 . . . . . . . . . . . . . . . . . . . . . . . . .
## AHCYL1 . . . . . . . . . . . . . 1 . . . . . . . . . . .
## STRIP1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP4-773N10.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## KCNC4 . . . . . . . . . . . . . . . . . . . . . . . . .
## RBM15 . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC16A4 . . . . . 1 . . . . . . . . . . . . . . . . . . .
## RP5-1074L1.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## LAMTOR5-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## LAMTOR5 . 1 . . . . . . . . 2 . . . . . . . 1 . . 1 . . 1
## RP11-284N8.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## KCNA3 . . . . . . . . . . . . . . . . . . . . . . . . .
## CD53 1 2 1 1 . . . . 2 . 3 . 2 . . . . . 1 . 1 . 1 . .
## RP11-96K19.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## LRIF1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-96K19.5 . . . . . . . . . . . . . . . . . . . . . . . . .
## DRAM2 . 2 . . . . . . . . 1 . . . . . . . 1 . . . . . .
## CEPT1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP5-1180E21.5 . . . . . . 1 . . . . . . . . . . . . . . . . . .
## DENND2D . . . . . . . 1 . . . . . . . . . . . . 1 . . . .
## CHI3L2 . . . . . . . . . . 1 . . . . . . . . . . . . . .
## PIFO . . . . . . . . . . . . . . . . . . . . . . . . .
## OVGP1 . . . . . . . . . . . . . . . . . . . . . . . . .
## WDR77 . . . . . . . . . . . . . . . . . . . . . . . . .
## ATP5F1 . 1 . . . . . . . 1 . . 1 . . . . . 5 1 . . . . 2
## C1orf162 . . . 1 1 . . . . 1 . . . 1 . 1 2 . 7 . . . 1 . 1
## ADORA3 . . . . . . . . . . . . . . . . . . . . . . . . .
## RAP1A . . 1 . 1 . 1 . . . 1 2 . 1 1 . . . . . 2 1 1 1 .
## FAM212B . . . . . . . . . . . . . . . . . . . . . . . . .
## DDX20 . . . . . . . . . . . . . . . . . . . . . . . . .
## CTTNBP2NL . . . . . . . . . . . . . . . . . . . . . . . . .
## WNT2B . . . . . . . . . . . . . . . . . . . . . . . . .
## ST7L . . . . . . . . . . . . . . . . . . . . . . . . .
## CAPZA1 . . . . . . . . . . . . . . . . . . . 1 . . 1 . .
## MOV10 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-426L16.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## RHOC . . . . . . . . . 1 . . 1 . . . . 1 2 . . . . . .
## PPM1J . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC16A1 . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC16A1-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-389O22.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## LRIG2 . . . . . . . . . . . . . . . . . . . . . . . . .
## MAGI3 . . . . . . . . . . . . . . . . . . . . . . . . .
## PHTF1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RSBN1 . . . . . . . . . . . . . 1 . . . . . . . . . . .
## PTPN22 . . . . . . . . . . 1 . . . . . . . . . . . . . .
## AP4B1-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## BCL2L15 . . . . . . . . . . . . . . . . . . . . . . . . .
## AP4B1 . . . . . . . . . . . . . . . . . . . . . . . . .
## DCLRE1B . . . . . . . . . . . . . . . . . . . . . . . . .
## RP5-1073O3.7 . . . . . . . . . . . . . . . . . . . . . . . . .
## HIPK1 . . . . . . . . . . . . . . . . . . . . . . . . .
## TRIM33 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## BCAS2 . . . . . . . 1 1 . . . . 1 . . . . . . . . . . .
## DENND2C . . . . . . . . . . . . . . . . . . . . . . . . .
## NRAS . . . . . . . . . . . . . . . . . . . . . . . . .
## CSDE1 1 1 2 . . . . 1 . . 2 1 1 . 1 . . . . 1 . . . . .
## SIKE1 . 1 . . . . . 1 . . . . . . . . . . . . . . 1 1 .
## TSPAN2 . . . . 1 . . . . . . . . . . . . . . . . . . . .
## VANGL1 . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC22A15 . . . . . . . . . . . . . . . . . . . . . . . . .
## ATP1A1 . . . 2 . . . . . . . . 1 . . . . . . 1 1 . . . .
## AL136376.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## CD58 . . . . . . . 1 . . 1 . . . . . . . . . 1 . . . .
## CD2 . . 5 1 . . . 2 . . . 2 1 . . . . . . 1 . . . . .
## CD101 . . . . . . . . . . . . . . . . . . . . . . . . .
## TTF2 . . . . . . . . . . . . . . . . . . . . . . . . .
## MAN1A2 . . . 1 . . . . . . 1 . . . . . . . . . . . . . .
## FAM46C . . 2 . . . . . . . . . . . . . . . . 1 . . . . .
## GDAP2 . . . . . . . . . . . . . . . . . . . . . . . 1 .
## WDR3 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## WARS2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-418J17.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## PHGDH . . . . . . . . . . . . . . . . . . . . . . . . .
## REG4 . . . . . . . . . . . . . . . . . . . . . . . . .
## NOTCH2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-114O18.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## FAM72B . . . . . . . . . . . . . . . . . . . . . . . . .
## FCGR1B . . . . . . . . . . . . . 1 . . . . . . . . . . .
## RP11-343N15.5 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-344P13.6 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-423O2.5 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-782C8.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP6-206I17.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP6-206I17.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## LINC00623 . . . . . . . . . . . . . . . . . . . . . . . . .
## AL592284.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-640M9.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## NBPF9 . . . . . . . . . . . . . . . . . . . . . . . . .
## PDE4DIP . . . . . . . . . . . . . . . . . 1 . . . . . . .
## AL590452.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-458D21.6 . . . . . . . . . . . . . . . . . . . . . . . . .
## NOTCH2NL . . . . . . . . . 1 1 . . . . . . . 1 . . . . . .
## NBPF10 . . . . . . . . . . 1 . . . . . . . . . . . . . .
## TXNIP 1 . 1 2 2 . 1 3 1 . . 3 1 1 . . . 2 6 2 3 2 1 . 2
## POLR3GL . . 1 . . . . . . . . . . . . . . . . 1 . . . . .
## ANKRD34A . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-315I20.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## LIX1L . . . . . . . . . . . . . . . . . . . . . . . . .
## RBM8A . 1 1 . 1 1 . . 1 1 1 . . 2 . . . . 1 . 2 . 1 1 .
## PEX11B . . . . . . . . . . . . . . . . . . . . . . . . .
## ITGA10 . . . . . . . . . . . . . . . . . . . . . . . . .
## ANKRD35 . . . . . . . . . . . . . . . . . . . . . . . . .
## PIAS3 . . . . . . . . . . . . . . . . . . . . . . . . .
## NUDT17 . . . . . . . . . . . . . . . . . . . . . . . . .
## POLR3C . . . . . . . . . . . . . . . . . . 1 . . . . . .
## RNF115 1 . 1 . . . . . . . . . . . . . . . . . 2 . 1 . .
## CD160 . . . . . . . . . . . . . . . . . . . . . . . . .
## GPR89A . . . . . . . . . . . . . . . . . . . . . . . . .
## NBPF12 . . . . . . . . . . 1 . . . . . . . . . . . . . .
## PRKAB2 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## RP11-337C18.8 . . . . . . . . . . . . . . . . . . . . . . . . .
## FMO5 . . . . . . . . . . . . . . . . . . . . . . . . .
## CHD1L . . . . . . . . . . . . . . . . . . . . . . . . .
## BCL9 . 1 . . . . 1 . . . . . . . . . . . . . . . . . .
## ACP6 . . . . . . . . . . . . . . . . . . . . . . . . .
## NBPF14 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-89F3.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## NBPF20 . . . . . . . . . . . . . . . . . . . . . . . . .
## NBPF15 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-666A1.5 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-14N7.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-403I13.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-403I13.8 . . . . . . . . . . . . . 1 . . . . . . . . . . .
## RP11-277L2.3 . . . . . . . . . . . . . . . . . . . . . . 1 . .
## RP11-353N4.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## FCGR1A . . . . . . . . . . . . . 1 . . . . 1 . . . . . .
## HIST2H2BF . . . . . . . . . . . . . . . . . . . . . 1 . . .
## RP11-196G18.24 . . . . . . . . . . . . . . . . . . . . . . . . .
## HIST2H2BE . . . . . . 1 . . . . . . . . . . . . . . . . . .
## HIST2H2AC . 1 . . . . . . . . . . . . . . . . . . . . . . .
## HIST2H2AB 1 . . . . . . . . . . . . . . . . . . . . 1 . . .
## BOLA1 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## SV2A . . . . . . . . . . . . . . . . . . . . . . . . .
## SF3B4 . . . . 1 . . . . . . . . . . . . . . . . . . . .
## MTMR11 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## OTUD7B . . . . . . . . . . . . . . . . . . . . . . . . .
## VPS45 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## PLEKHO1 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## ANP32E . . . . . . . 1 . . . . . . . . . . . . . . . . .
## APH1A . 1 . . . . . . . . . . . 1 . . 1 . . 1 . . . . .
## C1orf54 . . . . . . . . . . . . . 1 . . . . . . . . . . .
## C1orf51 . . . . . . . . . . . . . . . . . . . . . . . . .
## MRPS21 1 . . 1 . . . . . . 1 . . . . . . . 3 2 . . . 1 .
## PRPF3 . . . . . 1 . . . . . . . . . . . . . . . . . . .
## RPRD2 . . . . . . . . . . . . . . . . . . . . . . 1 . .
## TARS2 . . . . . . . . . . . . . . . . . . . . . . . . .
## ADAMTSL4 . . . . . . . . . . . . . . . . . . . . . . . . .
## MCL1 1 . . 1 . 1 . 1 . . . . . 3 1 . 1 . . 2 . . 1 . 5
## ENSA . 1 . 1 . . . . . . 2 . 1 . . . . . . . . 1 . . .
## GOLPH3L . . . . . . . . . . . . 1 . . . . . . . . . . . .
## CTSS . 4 1 3 . 1 . . . 1 3 . . 7 . . . 1 11 . 1 . 2 1 3
## CTSK . . . . . . . . . . . . . . . . . . . . . . . . .
## ARNT . . . . . . . . . . . . . . . . 1 . . . . . . . .
## SETDB1 . . . . . . . . . . . . . . . . . . . . . . . . .
## CERS2 . . 1 . . . . . 1 . . . . . . . . . 1 . . . . . 1
## FAM63A . . . . . . . . . . . . . . . . . . . . . . . . .
## PRUNE . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf56 . . . . . . . . . . . . . . . . . . . . . . . . .
## CDC42SE1 . . . 1 . . . 1 1 . . . 1 . . . . . . 1 . 1 . . .
## MLLT11 . . . . . . . . . . . . 1 . . . . . . . . . . . .
## GABPB2 . . . . . . . . . . . 1 . . . . . . . . . . . . .
## TNFAIP8L2 . . . . . 2 . . . . . . . . . . . . . . . . . . 1
## SCNM1 . . 1 . . . . 3 . . . . 1 . . . . . . . 1 . . . .
## VPS72 . . . . . . . . . . . . . . . . . . 1 1 . . . . .
## PIP5K1A . 1 . . . . . . . . . . . . . . . . . . . . . . .
## PSMD4 1 1 1 . . 1 . . . 1 . . . . . . . . 1 1 . . 1 . .
## RP11-126K1.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF687 . . . . . . . . . . . . . . . . . . . . . . . . .
## PI4KB . . . . . . . . . 1 . 1 . . . . . . . . . . . . .
## RFX5 . 1 . . . 1 . . . . . . . . . . . . . . . . . . .
## RP11-126K1.6 . . . . . . . . . . . . . . . . . . . . . . . . .
## PSMB4 1 . 1 . . 1 . . . . . . . . . . . . 1 1 . . . . .
## POGZ . . . . . . . . . . . . . 1 . . . . . . . . . . .
## TUFT1 . . . . . . . . . . . . . . . . . . . . . . . . .
## SNX27 . . . . . . . . . 1 . . . . . . . . . . . . . . .
## MRPL9 1 . . . . . . . . . . 1 . . 1 . . . . . . . . . .
## OAZ3 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-98D18.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## TDRKH . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-98D18.9 . . . . . . . . . . . . . . . . . . . . . . . . .
## RORC . . . . . . . . . . . . . . . . . . . . . . . . .
## C2CD4D . . . . . . . . . . . . . . . . . . . . . . . . .
## THEM4 1 . . . . . . . . . . . . . . . . . . . . . . . .
## S100A10 . 3 . 2 . 3 2 . . 3 . . 4 6 1 . 3 . 2 2 1 . . 1 1
## S100A11 . . 1 7 . 2 1 . . 4 1 . 2 5 . . 2 1 15 . 1 . . . 5
## S100A9 . . . 12 . . . . . . . . . 34 1 . 20 . 26 . . . . 1 143
## S100A12 . . . . . . . . . . . . . . . . 1 . . . . . . . .
## S100A8 . . . 3 . . . . . 3 . . . 4 . . 8 . 5 . . . . . 79
## S100A6 . 2 3 16 . 3 8 16 1 2 . 1 3 16 1 . 4 3 29 1 5 . . . 9
## S100A5 . . . . . . . . . . . . . . . . . . . . . . . . .
## S100A4 3 . 5 16 5 9 2 4 3 5 1 1 7 27 1 . 5 3 27 12 12 . . . 16
## S100A13 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## CHTOP . . . . . . . . . . . . . 1 . . . . . 1 1 . . 1 .
## SNAPIN . . . . . . . . . . . . . . . . . . 1 . . . 1 . .
## ILF2 2 1 . . . . 2 . . . 1 . . . . . . . 1 1 . . 1 . .
## INTS3 . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC27A3 . 1 . . . . . . . . . . . 1 . . 1 . 1 . . . . . .
## GATAD2B . . . . . . . 1 . . . . . . . . . . . . . . . . .
## DENND4B . . . . . . . . . . . . . . . . 1 . . . . . . . 1
## CRTC2 . . . . . . . . . . 1 . . . . . . . . . . . . . .
## SLC39A1 . . . . . . . 1 . . . . . . . . . . . . . . . . .
## CREB3L4 . . . . . . . . . . . . . . . . . . . . . . . . .
## JTB 1 . 2 . . 1 . 1 . 1 . 1 1 . . . 1 . 3 1 1 . . . .
## RP11-422P24.11 . . . . . . . . . . . . . . . . . . . . . . . . .
## RAB13 . . . . . . . . . . . . . 1 . . . . . . . . . . .
## RPS27 15 27 30 21 1 21 18 21 13 3 16 16 13 7 15 6 7 3 11 21 47 11 26 19 10
## TPM3 . 2 1 2 2 . 1 . . 1 . . . . 1 . . . 2 . 5 . 2 . .
## C1orf43 2 . 1 . . . . . . . . . . 1 1 . . . 1 . 1 . . . .
## UBAP2L . . . 1 1 . 1 . . . . . . . . . . . . . . . . . .
## HAX1 . 1 . . . . . . . . . . . . . . . . 1 . . . . . 1
## AQP10 . . . . . . . . . . . . . . . . . . . . . . . . .
## ATP8B2 . . . . . 1 . . . . . . . . . . . . . . . . . . .
## RP11-350G8.5 . . . . . . . . . . . . . . . . . . . . . . . . .
## IL6R . . . . . . . . . . . . . . . . . . . . . . . . .
## UBE2Q1 . . . . . . . . . . . . . . . . . . . . . . . . .
## ADAR . . . . . . 1 1 1 . . . . 1 . . . . . . . . . . .
## PMVK 1 . . . . . . 1 . . 2 . . . . . . . 1 . . . . . .
## RP11-307C12.13 . . . . . . . . . . . . . . . . . . . . . . . . .
## PBXIP1 . . 2 . . 2 . . . . . . . . . . . 1 . 1 13 . . . .
## PYGO2 . . . . . . . . . . . . . . . . . . . . . . 1 . .
## RP11-307C12.12 . . . . . . . . . . . . . . . . . . . . . . . . .
## SHC1 . . . . . . . . . . . . . . . . . . . . . . . . .
## CKS1B . . . . 1 . . . . . . . . . . . . . . . . . . . .
## FLAD1 . . . . . . . . . . . . . . . . . . . . . . 1 . .
## ZBTB7B . . 1 . . . . . . . . . . 1 . . . . . . . . . . .
## ADAM15 . . . . . . . . . . . . . . . . . . . . . . . . 1
## EFNA4 . . . . . . . . . . . . . . . . . . . . . . . . .
## EFNA3 . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC50A1 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## DPM3 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## KRTCAP2 . . . 1 . . . 1 . . 1 . . . . . . . . 1 . . . . 1
## TRIM46 . . . . . . . . . . . . . . . . . . . . . . . . .
## THBS3 . . . . . . . . . . . . . . . . . . . . . . . . .
## MTX1 . . . 1 . . . . . . . . . . . . . . . . 1 . . . .
## GBA . . . . . . . . . . . . . . . . . . . . . . . . .
## FAM189B . . . . . . . . . . . . . . . . . . . . . . . . .
## SCAMP3 . . . . . . . . . . . . . . . . . . . . 2 . . . .
## CLK2 . . . . . . . . . . . . . . . . . . . . . . . . .
## FDPS . . . 1 . . . . . . 4 . . 1 . . . . . . . . . . .
## RUSC1-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RUSC1 . . . 1 . . . . . . . . . . . . . . . . . . . . .
## ASH1L . . . . . . . 1 . . . . . . . . . . . . . . . . .
## MSTO1 . . . . . . . . . . . . . . . . . . . . . . . . .
## YY1AP1 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## DAP3 . . . . . . . . . . . . . . . . . 1 . 1 . . . . .
## GON4L . . 1 . . . . . . . . . . . . . . . . . . . . . .
## SYT11 . . . . . . . . . . . . . . . . . . . . . . . . .
## RIT1 . . . . . . . . . . . . . . . . . . . . . . . . .
## KIAA0907 . 1 . . . . . . . . . . . . 1 . . . . 1 2 . . . .
## ARHGEF2 . . 1 . . . . . . . 1 . . . . . . . 1 . . . . . .
## RP11-336K24.12 . . . . . . . . . . . . . . . . . . . . . . . . .
## SSR2 1 1 1 . 2 1 . 1 1 1 . . 3 1 1 1 . . 4 . 4 . . 2 1
## UBQLN4 . . . . . . . . . . . . . . . . . . . . . . . . .
## LAMTOR2 . . . 1 . 1 . . . 1 . . . . . . 2 . 2 . . . . . .
## RAB25 . . . . . . . . . . . . . . . . . . . . . . . . .
## LMNA . . . . . . . . . . . . . . . . . . . . 2 . . . .
## SEMA4A . . . . . . . . . . . . . . . . . . . . 1 . . . .
## SLC25A44 . . . . . . . . . . . . . . . . . . . . . . . . .
## PMF1 . . . . . . . . . . . . . 1 . . . . . . . . . . .
## BGLAP . . . . . . . . . . . . . . . . . . . . . . . . .
## SMG5 . . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM79 . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf85 . . . . . . . . . . . . . . . . . . . . . . . . .
## CCT3 1 . . . . . . . . . . 2 . . . 1 . . 1 . . . 1 . .
## C1orf61 . . . . . . . . . . . . . . . . . . . . . . . . .
## MEF2D . . . . . . . . . . . . . . . . . . . . . . . . .
## TTC24 . . . . . . . . . . . . . . . . . . . . . . . . .
## APOA1BP . . . . . 1 . . . . 1 . . 1 . . . . 2 1 1 . . . .
## GPATCH4 . . . . . . . . . . . . 1 . . . . . . . . . . . .
## ISG20L2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RRNAD1 . . . . . 1 . . . . . . . . . . . . . . . . . . .
## MRPL24 . . . . . . . . . . . . . . . . . . . . . . . . .
## HDGF . . . . . . . . . . . . . . . . . . . . . . . . .
## PRCC . . . . . . . . . . . . . . . . . . . . . . . . .
## SH2D2A . . 1 . . 1 1 1 . . . . . . . . . . . . . . . . .
## ARHGEF11 . . . . . . . . . . . . . . . . . . . . . . . . .
## ETV3 . . . . . . . . . . . . . . . . . . . . . . . . .
## FCRL5 . . . . . . . . . . . . . . . . . . . . 3 . . . .
## FCRL3 . . . . . . . . . . . . . . . . . . . . . . . . .
## FCRL2 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## FCRL1 . . . . . . . . . . . . . . . . . . . . . 2 . 1 .
## CD1D . . . . . . . . . . 2 . . . . . . . . . . . . . .
## CD1A . . . . . . . . . . . . . . . . . . . . . . . . .
## CD1C . 2 . . . . . . . . 5 . . . . . . . . . 1 . 1 . .
## CD1B . . . . . . . . . . . . . . . . . . . . . . . . .
## CD1E . . . . . . . . . . . . . . . . . . . . . . . . .
## MNDA . . . 2 . . . . . . . . . 1 . . . . 1 . . . . . 1
## PYHIN1 1 . . . . . . 1 . . . . 1 . . . . . . 1 . . . . .
## IFI16 . . . . . . . . . . . . . . . . . . . . . . . . .
## AIM2 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## FCER1A . . . . . . . . . . . . . . . . . . . . . . . . .
## DUSP23 . . . . . . . . . . . . . 2 . . . . . . . . . . 2
## FCRL6 . . . . . . . . . . . . . . . . . . . . . . . . 1
## SLAMF8 . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf204 . . . . . . . . . . . . . . . . . . . . . . . . .
## VSIG8 . . . 1 . . . . . . . . . . . . . . . . . . . . .
## TAGLN2 1 7 2 2 . 1 1 . . 2 . . 1 1 . 1 . 2 . . 2 2 . . .
## PIGM . . . . . . . . . . . . . . . . . . . . . . . . .
## IGSF8 . . . . . 1 . . . . . . 1 . . . . . . . . . . . .
## RP11-536C5.7 . . . . . . . . . . . . . . . . . . . . . . . . .
## PEA15 . . . . . . . . . . . . . . . . . . . . . . . . .
## DCAF8 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## PEX19 . . . . . . . . . . . . . . . . . . . . . . 1 . .
## COPA . . . . . 1 . . . . . . . . . . . . . . . . . . 1
## NCSTN . . . 1 . . . . . . . . . . . . . . . . . . . . .
## SLAMF6 . . . . . . . . . . 2 . . . . . . . . . . . . . .
## CD84 . . 1 . . 1 . . . . 1 . . . . . . . . . . . . . .
## SLAMF1 . . . . . . . . . . . . . 1 . . . . . 1 . . . . .
## RP11-404F10.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## CD48 4 1 1 . . 1 . 1 2 . 1 1 3 . . 2 1 . 2 1 3 . 2 . 1
## SLAMF7 . . . . . . . . . . . . . . . . . . . . . . . . .
## LY9 . . . . . . . 1 . . 1 1 . . . . . . . . . . . . .
## CD244 . . . . . . . . . . . . . . . . 1 . . . . . . . .
## ITLN1 . . . . . . . . . . . . . . . . . . . . . . . . .
## F11R . . . . . . . . . . . . . . . . . . . . . . . . .
## TSTD1 . 1 . . . . . 1 . . . . 1 . . 1 . 1 . 1 . . . . .
## USF1 . . . . . . . . . . . . . . . . . . . . . . . . .
## ARHGAP30 . . . . . . . 1 . . . . . 1 . . . . . . . . . . .
## KLHDC9 . . . . . . . . . . . . . . . . . . . . . . . . .
## PFDN2 . . 1 . . . . . . . . . . 1 . . . . 1 . 1 . . . 1
## NIT1 . . . . . . . . . . . . . . . . . . . . . . . . .
## DEDD . . . . . . . . . . . . . . . . . . . . . 1 . . 1
## UFC1 1 1 . 1 . . 1 . . . 1 2 . 2 . . 1 . . 1 1 . 1 1 .
## USP21 . . . . . . . . . . . . . . . . . . . . . . . . .
## PPOX . . . . . . . . . . . . . . . . . . . . . . . . .
## B4GALT3 . . 1 . 1 . . . . . . . . . . . . . . . . . . . .
## NDUFS2 . . 2 1 . . . . . . . 2 . . . . . . . 1 . . . . 2
## FCER1G . . . 7 1 . . . . 5 . . . 2 . . . . 9 2 . . . . 2
## TOMM40L . . . 1 . . . . . . . . . . . . . . . . . . . . .
## MPZ . . . . . . . . . . . . . . . . . . . . . . . . .
## SDHC . . 1 . . . . . . . . 1 . . . . 1 . . . 1 . . . .
## FCGR2A . . . 1 . . . . . . . . . 2 . . . . . . 1 . . . .
## HSPA6 . . . . . . . . . . . . . . . . . . . . . . . . .
## FCGR3A . . . 1 . . . . . 1 . . . . . . . . 3 . . . . . .
## FCGR2B . . . . . . . . . . . . . . . . . . . . . . . . .
## FCGR3B . . . . . . . . . 1 . . . . . . . . . . . . . . .
## FCRLA . . . . . . . . . . 2 . . . . . . . . . 1 . 2 . .
## FCRLB . . . . . . . . . . . . . . . . . . . . . . . . .
## DUSP12 . . . . . . . . . . . . . . . . . . . . . . . . .
## ATF6 . . . . . . . . . . . 1 . . . . . . . . . . . . .
## SH2D1B . . . . . . . . . . . . . . . . . . . . . . . . .
## UHMK1 . . . . . . . . . . . . . . . . . . . . . . 1 . .
## RP11-359K18.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## UAP1 . 1 . . . . . 1 . . . . . . . . . . . . 1 . . . .
## HSD17B7 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-267N12.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## NUF2 . . . . . . . . . . . . . . . . . . . . . . . . .
## PBX1 . . . . . . . . . . . . . . . . . . . . . . . . .
## MGST3 . . . . . . . . 1 . . . 1 1 . 1 . 1 . . . . . . 1
## ALDH9A1 . . 1 . . 1 . . . . 1 . . . . . . . 1 . . . . . .
## TMCO1 . 1 1 1 . . . . . . . . . . . . . . 1 . . 1 1 . .
## RP11-466F5.8 . . . . . . . . . . . . . . . . . . . . . . . . .
## UCK2 . . . . . . . . . . . . . . . . . . . . . . . . .
## POGK . . . . . . . . . . . . . . . . . . . . . . . . .
## TADA1 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## GPA33 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-277B15.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## POU2F1 . . . . . . . . . . . . . . . . . . . . . . . . .
## CD247 . . 1 . . . 1 . . . . . 1 . . 1 . . . . 2 . . . .
## RP11-104L21.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## CREG1 . . . . . . . . . . . . . . . . . . . . . . . . 1
## RP3-455J7.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## RCSD1 . 1 . . . . . . . . . . 1 . . . 1 . . 1 2 1 2 . .
## MPZL1 . . . . . . . . . . . . . . . . . . . . . . . . .
## MPC2 1 1 . . . . . . . . . . . . . . . . . . . . . . 1
## DCAF6 . . . . . . . . . . . . . . . . . . . 1 . . . . .
## TIPRL . . . . . . . . . . . . . . . . . . . . . . . . .
## SFT2D2 . . . . . 1 . . . . . . . . . . . . . . . . . . .
## TBX19 . . . . . . . . . . . . . . . . . . . . . . . . .
## XCL2 . . . . . . . . . . . . . . . . . . . . . . . . .
## XCL1 . . . . . . . . . . . . . . . . . . . . . . . . .
## ATP1B1 . . . . . . . . . . . . . . . . . . . . . . . . .
## NME7 . . . . . . . . . . . . . . . . . . . . . . . . .
## BLZF1 . . . . . . . . . . . . . . . . . . . . . 1 . . .
## SLC19A2 . . . . . . . . . . . . . . . . . . . . . . . . .
## F5 . . . . . . . . . . . . . . . . . . . . . . . . .
## SELP . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf112 . . . . . . . . . . . . . . . . . . . . . . . . .
## SELL . 4 2 . . 1 . . . . . 1 1 . . . . . . . 2 1 . . .
## METTL18 . . . . . . . . . . . . . . . . . . . . . . . . .
## SCYL3 . . . . . . . . . . . . . . . . . . . . . . . . .
## KIFAP3 . . . . . . . . . . . . . . . . . . . . . . . . .
## GORAB . . . . . . . . . . . . . . . . . . . . . . . . .
## FMO4 . . . . . . . . . . . . . . . . . . . . . . . . .
## PRRC2C . 1 . 1 . . . . . . . . . . . . . . 1 1 2 . . . .
## VAMP4 . . . . . . . . . . . . . . . . . . . . . . . . .
## METTL13 . . . . . . . . . . . . . . . . . . . . . . . . .
## DNM3 . . . . . . . . . . . . . . . . . . . . . . . . .
## PIGC . . . . . . . . . . . . . . . . . . . . 1 . . . 1
## SUCO . . . . . . . . . . . . . . . . . . . . . . . . .
## FASLG . . . . 1 . . . . . . . . . . . . . . . . . . . .
## TNFSF4 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-296O14.3 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## PRDX6 . . . . 2 . . . . . . . . . . . . . . . . . . . 1
## KLHL20 . . . . . . . . . . . . . . . . . . . . . . . . .
## CENPL . . . . . . . . . . . . . . . . . . . . . . . . .
## DARS2 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZBTB37 . . . . . . . . . . . . . . . . . . . . . . . . .
## RC3H1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-160H22.5 . . . . . . . . . . . . . . . . . . . . . . . . .
## RABGAP1L . . . . . . . . . 1 . . . 1 . . 1 . . . . . . . .
## CACYBP . 1 1 . . . . . . . . . . . . 1 . . . . . . . . .
## MRPS14 . . . . . . . . . . . . . 1 . . . . . 1 . . . . .
## KIAA0040 . 2 . 1 . . . . . . 1 . . . . . . . . . . . 2 . .
## RP11-318C24.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RFWD2 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## RP5-1098D14.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RALGPS2 . . . . . . . . . . . . . . . . . . . . . . 1 . .
## FAM20B . . . . . . . . . . . . . . . . . . . . . . . . .
## TOR3A . . . 1 . . . . . . . . . . . . 1 . . . . . . . .
## ABL2 . . . . . . . . . . . 1 . . . . . . . . . . . . .
## SOAT1 . . . . . . . . . . . . . . . . . . . . . . . . .
## TOR1AIP2 . . . . . . . . . . . . 1 . . . . . . . . . . . .
## RP11-533E19.7 . . . . . . . . . . . . . . . . . . . . . . . . .
## TOR1AIP1 . . . . . . . . . . . . 1 . . . . . . . . . . . .
## RP11-533E19.5 . . . . . . . . . . . . . . . . . . . . . . . . .
## CEP350 . . 1 . . . . . . . . . . . . . . . . . . . . . .
## QSOX1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP5-1180C10.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## ACBD6 . . . . . . . . . . 1 . . . . . . . . . . . . . .
## XPR1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-46A10.5 . . . . . . . . . . . . . . . . . . . . . . . . .
## STX6 . . . . . . . . . . . . . . . . . . . . . . . . .
## MR1 . . . . . . . . 1 . . . . . . . . . . . . . . . .
## IER5 . . . 1 . . . . . . . . . . . . . 1 . . . . . . .
## RP11-309G3.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## GLUL . . . . . 2 . . . . . . . . . . . . . 1 1 . 1 . .
## RNASEL . . . . . . . . . . . . . . . . . . . . . . . . .
## RGS16 . . . . . . . . . . . . . . . . . . . . . . . . .
## NPL . . . . . . . . . . . . . . . . . . . . . . . . .
## DHX9 . . . . . . 1 . . . . . . . . . . . . . . . . . .
## LAMC1 . . . . . . . . . . . . . . . . . . . . . . . . .
## SMG7 . . . . . . . . . . . . . . . . . . . . . . . . .
## NCF2 . . . . . . . 1 . . . . . 1 . . 1 . . . 1 . . . .
## ARPC5 . 1 2 2 1 . . 1 . 2 . 2 1 . . . . . 1 . 1 . 2 . 1
## RGL1 . . . . . . . . . . . . . . . . . . . . . . . . .
## COLGALT2 . . . . . . . . . . . . . . . . . . . . . . . . .
## TSEN15 . . . . . . . . . . . . . 1 . . . . . . . . . . .
## C1orf21 . . . . . . . . . . . . . . . . . . . . . . . . .
## EDEM3 . . . . . . . . . . . . . . . . . . . . . . . . .
## FAM129A . . . . . . . . . . . . . . . . . . . 1 . . . . .
## RNF2 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## TRMT1L . . . . . . . . . . . . . 1 . . . . . . . . . . .
## SWT1 . . . . . . . . . . . . . . . . . . . . . . . . .
## IVNS1ABP . . . . . . . . . . 1 . . . . . . 1 . . . . 1 . .
## TPR . 2 1 . . . . . 1 1 . 2 1 . . . . 1 . . 1 . . . .
## C1orf27 . . . . . . . . . . . . . . . 1 . . . . . . . . .
## PTGS2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RGS18 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## RGS1 . . . . . . . . . . 1 . . . . . . . 1 1 . . . . .
## RGS2 . . . 1 . . . . . 2 . . . 5 . . . . 3 1 1 . . . 1
## UCHL5 . . . . . . . . . . . . 1 . . . . . . . . . . . .
## TROVE2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-101E13.5 . . . . . . . . . . . . . . . . . . . . . . . . .
## GLRX2 . . . . . . . . . . . . . . . . . . . . . . . . .
## CDC73 . . . . . . . . . . . . . . . . . . . . . . . . .
## B3GALT2 . . . . . . . . . . . . . . . . . . . . . . . . .
## CFH . . . . . . . . . . . . . . . . . . . 1 . . . . .
## ASPM . . . . . . . . . . . . . . . . . . . . . . . . .
## ZBTB41 . . . . . . . . . . . . . . . . . . . . . . . . .
## CRB1 . . . . . . . . . . . . . . . . . . . . . . . . .
## DENND1B . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf53 . . . . . . . . . . . . . . . . . . . . . . . . .
## NEK7 . . . . . . . . . . . . . . 1 . . . . . . . . . .
## RP11-553K8.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## PTPRC 1 2 2 1 1 . 1 . . . . . . 1 . . . 1 1 . 1 . . . 1
## MIR181A1HG . . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF281 . . . . . 1 . . . . . . . . . . . . . . . . . . .
## DDX59 . . . . . . . . . . . . . . . . . . . . . . . . .
## CAMSAP2 . . . . . . . . . . . . . . . . . . . . . . . . .
## KIF21B . . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM9 . . . . . . . . . . . . . . . . . . . . . . . . .
## PHLDA3 . . . . . . . . . . . . . . . . . . . . . . . . .
## CSRP1 . . . . . . . . . . . . . . 1 1 . . . . . . . . .
## RP11-134G8.7 . . . . . . . . . . . . . . . . . . . . . . . . .
## RPS10P7 . . . . . . . . . . . . . . . . . . . . . . . . .
## NAV1 . . . . . . . . . . . . . . . . . . . . . . . . .
## IPO9-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## IPO9 . . . . . . . . . . 1 . . . . . . . . . 1 . . . .
## SHISA4 . . . . . . . . . . . . . . . . . . . . . . . . .
## TIMM17A . . . . . . . . . . . . 1 1 . . . . . . . . . . 1
## RNPEP . . . . . . . . . . . . . . . . . . 1 . . . . . .
## ARL8A . . . . . . . . . . . . . . . . 1 . . . . . . . .
## PTPN7 . . 1 . . . . . . . . . . . . . . . . . 1 . . . .
## LGR6 . . . . . . . . . . . . . . . . . . . . . . . . .
## UBE2T . . . . . . . . . . . . . . . . . . . . . . . . .
## PPP1R12B . . . . . . . . . . . . . . . . . . . . . . . . .
## KDM5B . . . . . . . . . . . . . . . . . . . . . . . . .
## RABIF . . . . . . . . . . . . . 1 . . . . . 1 . . . . 1
## KLHL12 . . . . . . . . . . . . . . . . . . . . . . . . .
## ADIPOR1 . . . 1 . . . . . . . . . . . . . 1 1 . . . . . .
## CYB5R1 . . 1 . . . . . . . . . . . . . . . . . . . . . .
## TMEM183A . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-134P9.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## LINC01136 . . . . . . . . . . . . . . . . . . . . . . . . .
## BTG2 1 . . 1 . . 1 . . . . 1 3 . 1 1 . . 3 . 1 . 1 . .
## ATP2B4 . . . . . . . . . . . . . . . . . . . . . . . . .
## LAX1 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZC3H11A . . . . . . . . . . . . . . . . . . . . . . . . .
## ZBED6 . . . . . . . . . . . . . . . . . . . . . . . . .
## SNRPE 1 . . . 1 . 1 . . . . 1 . . . . . . . . 2 . 2 . .
## SOX13 . . . . . . . . . . . . . . . . . . . . . . . . .
## PPP1R15B . . . . . . . . . . . . . . . . . . . . . . . . .
## PIK3C2B . . . . . . . . 1 . . . . . . . . . . . . . . . .
## MDM4 . 1 . . . . . . . . . . . 1 . . . . . . 1 . 1 . .
## TMEM81 . . . . . . . . . . . . . . . . . . . . . . . . .
## RBBP5 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## DSTYK . . . . . . . . . . . . . . . . . . . . . . . . .
## TMCC2 . . . . . . . . . . . . . . . . . . . . . . . . .
## NUAK2 . . . . . . . . . . . . . . . . . . . . . . . . .
## CDK18 . . . . . . . . . . . . . . . . . . . . . . . . .
## MFSD4 . . . . . . . . . . . . . . . . . . . . . . . . .
## ELK4 . . . . . . . . . . . . . . . . . . . 1 . . . . .
## SLC45A3 . . . . . . . . 1 . . . . . . . . . . . . . . . .
## NUCKS1 . . . 2 . . . 1 1 . . . . . . . . . . . . . . . .
## RAB7L1 1 . . . . . . . . . . . . . 2 . . . . . 1 . . . .
## SLC41A1 . . . . . . . . . . . . . . . . . . . . . . . . .
## PM20D1 . . . . . . . . . . . . . . . . . . . . . . . . .
## FAM72A . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf186 . . . . . . . . . . . . . . . . . . . . . . . . .
## SRGAP2 . . . . . . . . . . . . . . . . . . . . . . . . .
## IKBKE . . 1 . . . . . . . . . . . . . . . . . 1 . . . .
## RASSF5 . 1 . . 1 . . . . . . . . . . . . . . 1 . . . 1 .
## EIF2D . . . . . . . . . . . . . . . . 1 . . 1 . . . . .
## RP11-343H5.6 . . . . . . . . . . . . . . . . . . . . . . . . .
## MAPKAPK2 1 . . 1 . . . . . . . . . . . . . . . . . . . . .
## IL10 . . . . . . . . . . . . . . . . . . . . . . . . .
## IL24 . . . . . . . . . . . . . . . . . . . . . . . . .
## FAIM3 . 2 2 . . 1 . 1 . . . . . . 1 1 . . . 2 2 . 1 1 .
## YOD1 . . . . . . . . . . . . . . . . . . . . . . . . .
## PFKFB2 . . . . . . . . . . . . . . . . . . . . . . . . .
## C4BPB . . . . . . . . . . . . . . . . . . . . . . . . .
## CD55 . 1 . . . . . . . . . 1 . . . . . . 1 . . 1 . . .
## CR2 . . . . . . . . . . . . . . . . . . . . . . . . .
## CR1 . . . . . . . . . . . . . . . . . . . . . . . . .
## CD46 . . 1 . . . . . . . . . . . . . . . 1 . . . . . .
## RP1-28O10.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## G0S2 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## HSD11B1 . . . . . . . . . . . . . . . . . . . . . . . . .
## TRAF3IP3 2 1 . . 2 4 1 . . 1 . 1 1 . 1 . . . 1 1 . . . . .
## DIEXF . . . . . . . . . . . . . . . . . . . . . . . . .
## HHAT . . . . . . . . . . . . . . . . . . . . . . . . .
## RCOR3 . . . . . . . . . . . . . . . . . . . 1 . . . . .
## TRAF5 . . . . . . . . . . 1 1 . . . . . . . . 1 . . . .
## SLC30A1 . . . . . . . . . . . . . . . . . . . . . . . . .
## NEK2 . . . . . . . . . . . . . . . . . . . . . . . . .
## LPGAT1 . . . . . . . . . . . 1 . . . . . . . . . . . . .
## INTS7 . . . . . . . . . . . . . . . . . . . . . . . . .
## PPP2R5A 1 . . . . 1 . . . . . . . 1 1 . . . . . 1 . . . .
## TMEM206 . . . . . . . . . . . . . . . . . . . . . . . . .
## NENF . . . . . . . . . . . . . . . . . . 1 . . . . . .
## RP11-61J19.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## ATF3 . . . . . . . . 1 . . . . 1 . . . . 1 . . . . . .
## RP11-338C15.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## BATF3 . . . . . . . . . . . . . . . . . . . . . . . . .
## NSL1 . . . . . . . . . . . . . . . . . . . . . . . . .
## TATDN3 . . . . . . . . . . . . . . . . . . . 1 . . . . .
## FLVCR1-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## FLVCR1 . . . . . . . . . . . . . . . . . . . . . . . . .
## ANGEL2 . . . . . . . . . . . . . . 1 . . . . . . . . . .
## RPS6KC1 . . . . . . . . . . . . . . . . . . . . . . . . .
## SMYD2 . . . . . . . . . . . . . . . . . . . . . . . . .
## CENPF . . . . . . . . . . . . . . . . . . . . . . . . .
## KCTD3 . . . . . . . . . . . . . . . . . . . . . . . . .
## GPATCH2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RRP15 . . 1 . . . . . . . . . . . . . . . . . . . . . .
## LYPLAL1 . . . . . . . . . . . . . . . . . . . . . . . . .
## EPRS . . . . . . 1 . . . . . . 1 . . . . . . 1 . . . .
## BPNT1 . . . . . . . . . . . 2 . . . . . . . . . . . . .
## IARS2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RAB3GAP2 . . . . . . . . . . . . . . . . . . . . . . . . 1
## C1orf115 . . . . . . . . . . . . . . . . . . . . . . . . .
## MARC2 . . . . . . . . . . . . . . . . . . . . . . . . .
## MARC1 . . . . . . . . . . . . . . . . . . . . . . . . .
## HLX . . . . . . . . . . . . . . . . . . . . . . . . .
## DUSP10 . . . . . . . . . 1 . . . . . . . . . . . . . . .
## TAF1A . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-378J18.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## MIA3 . . . . . . 1 . . . 1 . . . . . . . . . . . . . .
## AIDA . . . . . . . . . . 1 . . . . . . . . . . . . . .
## BROX . . . . . . . . . . . . . . . . . . 1 . . . . . .
## FAM177B . . . . . . . . . . 1 . . . . . . . . . . . . . .
## RP11-452F19.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## DISP1 . . . . . . . . . . . . . . . . . . . . . . . . .
## TLR5 . . . . . . . . . . . . . . . . . . . . . . . . .
## SUSD4 . . . . . . . . . . . . . . . . . . . . . . . . .
## CAPN8 . . . . . . . . . . . . . . . . . . . . . . . . .
## CAPN2 . . . . . . . . . . . . . . 1 . . . 2 1 . . . . .
## TP53BP2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-504P24.8 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-504P24.6 . . . . . . . . . . . . . . . . . . . . . . . . .
## FBXO28 . . . . . . . . . . . . . . . . . . . . . . . . .
## DEGS1 1 . 2 . . . . . . . . . . . . . . . . . . 1 . . .
## NVL . . . . . . . . . . . . . . . . . . . . . . . . .
## CNIH4 . . . . . . . . . . . . . . . . . 1 . . . . . . .
## WDR26 . . . . . . . . . . . . . . . . . . . . . . . . .
## CNIH3 . . . . . . . . . . . . . . . . . . . . . . . . .
## LBR . . . . . . . . . . . . . . . . 1 . . . 1 . . . .
## ENAH . . . . . . . . . . . . . . . . . . . . . . . . .
## SRP9 1 . . . . . . . 1 . . . . . . . 1 . 2 3 . . . . .
## EPHX1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-285F7.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM63A . . . . . . . . . . . . . . . . . . . . . . . . .
## PYCR2 . 2 . . . . . . . . . . . . . . . . . . . . . 1 .
## SDE2 . . . . . . . . . . . . . . . . . . . . . . . . .
## H3F3A . 1 2 . . 1 . . . 1 . 1 . . . . . . . . . . 2 . 1
## ACBD3 . . . . . . . . . . . . . . . . . . . . . . . . .
## LIN9 . . . . . . . . . . . . . . . . . . . . . . . . .
## PARP1 . 2 . 1 . . . . . . . . . . . . . . . . . . . . .
## ITPKB . . 1 . . . . . . . . . . . . . . . . . . . . . .
## ITPKB-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## PSEN2 . . . . . . . . . . . . . . . . . . . . . . . . .
## ADCK3 . . . . . . . . 1 . . . . . . . . . 1 . . . . . .
## ZNF678 . . . . . . . . . . . . . . . . . . . . . . . . .
## SNAP47 . . . . . . . . 1 . . . . . . . . . 1 . . . . . .
## JMJD4 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## ARF1 . . . 2 . 2 . . . . . 1 . 2 1 . . 1 . . . . . . .
## C1orf35 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## MRPL55 . . 2 1 . . . . . . . . . . 1 . 1 . 1 . . 1 . . 1
## GUK1 . . 1 . . 16 . 1 . 1 . . 1 1 . . 1 1 1 4 1 1 2 . 1
## IBA57 . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf145 . . . . . . . . . . . . . . . . . . . . . . . . .
## OBSCN . . . . . . . . . . . . . . . . . . . 1 . . . . .
## TRIM11 . . . . . . . . . . . . . . . . . . . . . . . . .
## HIST3H2A . . . . . . . . . . . . . . . . . . . . . . . . .
## RNF187 . . . . . . . 7 . . . . . . . . . . . . 1 . . . .
## RHOU . . . . . . . . . . . . . . . . . . . . . . . . .
## RAB4A . . . . . . . . . . . . . 1 . . . . . 1 2 1 . . .
## RP4-803J11.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## CCSAP . . . . . . . . . . . . . . . . . . . . . . . . .
## NUP133 . . . . . . . . . . . . . . . . . . . . . . . . .
## ABCB10 . . . . . . . . . . . . . . . . . . . . . . . . .
## TAF5L . . . . . . . . . . . . . . . . . . . . . . . . .
## URB2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-552D4.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## GALNT2 . . . . . . . . . . . . . . . . 1 . . . . . . . .
## COG2 . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf198 . . . . . . . . . . . . . . . . . . . . . . . . .
## TTC13 . . . . . . . . . . . . . . . . . . . . . . . . .
## ARV1 . . . 1 . . . . . . . . . . . . . . . . . . 1 . .
## FAM89A . . . . . . . . . . . . . . . . . . . . . . . . .
## C1orf131 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## GNPAT . . . 1 . . . . . . . . . . . . . . . 1 . . . . .
## EXOC8 . . . . . . . . . . . . . . . . . . . . . . . . .
## SPRTN . . . . . . . . . . . . . . . . . . . . . . . . .
## EGLN1 1 . . . . . . . . . . . 1 . . . . . 1 . 1 . . . .
## RP11-295G20.2 . . . . . . . . . . . . . . . . . . . . . . . . 1
## TSNAX . . . . . . . . . . 1 . . . . . . . . 1 . . . . 1
## DISC1 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## SIPA1L2 . . . . . . . . . . . . . . . . . . . . . . . . .
## MAP10 . . . . . . . . . . . . . . . . . . . . . . . . .
## NTPCR . . . . . . . 1 . . . . . . . . . . . . . . . . .
## PCNXL2 . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC35F3 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP5-827C21.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## COA6 . . . . . . . . . . . . . 1 . . . . . . 1 . . . .
## TARBP1 . . . . . . . . . . 1 . . . . . . . . . . . . . .
## IRF2BP2 1 . . . . . 1 . . . 1 . . . . . . 1 . . . . . . .
## RP4-781K5.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-443B7.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-443B7.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## TOMM20 . . . . . . . 1 . . 1 . 1 1 . . . . 6 1 . . 1 . .
## RBM34 . . . . . . . . . . . . . . 1 . . . . . . . . . .
## ARID4B . . . . . . . 1 . . . . . . . . . . . . 1 . . . .
## GGPS1 . . . . . . . . . . . . . 1 . . . . . . 1 . . . .
## TBCE . . . . . . . . . . . . . . . . . . . . . 1 . . .
## B3GALNT2 . . . . . . . . . . . . . . . . . . . . . . . . .
## LYST . . . . . . . 1 . . . . . . . . . . 2 . . . . . 1
## NID1 . . . . . . . . . . . . . . . . . . . . . . . . .
## GPR137B . . . . . . . . . . . . . . . . . . . . . . . . .
## ERO1LB . . . . . . . 1 . . . . . . . . . . . . . . . . .
## EDARADD . . . . . . . . . . . . . . . . . . . . . . . . .
## LGALS8 . . . . . . . . . . . . . 1 . . . . . . . . . . 1
## LGALS8-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-385F5.5 . . . . . . . . . . . . . . . . . . . . . . . . .
## HEATR1 . . . . . . . . . . . . . . . . . . . . . . . . .
## MTR . . . . . . . . . . . . . . . . . . . . . . . . .
## GREM2 . . . . . . . . . . . . . . . . . . . . . . . . .
## FH . . . . . . . . . . . . . 1 . . . . . . . . . . .
## KMO . . . . . . . . . . . . . . . . . . . . . . . . .
## OPN3 . . . . . . . . . . . . . . . . . . 2 . . . . . .
## CHML . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-261C10.3 . . . . . . . . . . . . . . . . . . . . . . . . .
## CEP170 . . . . . . . . . . . . . . . . . . . . . . . . .
## SDCCAG8 . . . 1 . . . . . . . . . . . . . . . . . . . . .
## AKT3 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZBTB18 . . . . . . . . . . . . . 1 . . . . . . . . . . .
## ADSS . . . 1 . . . 1 . . . . 1 . . . . . . . 1 . . . .
## C1orf101 . . . . . . . . . . . . . . . . . . . . . . . . .
## DESI2 . . . . . . 1 . . . . . . . . . . 1 . . . . . . .
## COX20 . . 1 . . . . . . . . . . . . . 1 . . . . . 1 . .
## HNRNPU-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## HNRNPU 1 1 1 . . 1 . . . . 1 . . . . . . . . . . . . . .
## RP11-11N7.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-156E8.1 1 . . . . . . . . . . . . . . . . . . . . . . . .
## EFCAB2 . . . . . . . . . . . . . . . . . . 2 . . . . . 2
## SMYD3 . . . . . . . . . . . . . . . . . . . . . . . . .
## TFB2M . . . . . . . . . . . . . . . . . . . . . . . . .
## CNST . 1 . . . . . . . . . . . . . . . . . . . . . . .
## SCCPDH . 1 . . . . . . . . 1 . . . . . . . . . . . . . .
## AHCTF1 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF670 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## ZNF669 . . . . . . . . . . . . . 1 . . . . . . . . . . .
## ZNF124 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-488L18.10 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-488L18.8 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF496 . . . . . . . . . . . . . . . . . . . . . . . . .
## NLRP3 . . . . . . . . . . . . . . . . . . . . . . . . .
## TRIM58 . . . . . . . . . . . . . . . . . . . . . . . . .
## SH3BP5L . . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF672 . . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF692 . 1 . . . . . . . . 1 . . . . . . . . . . . . . .
## PGBD2 . . . . . . . . . . . . . . . . . . . . . . . . .
## SH3YL1 . . . . . . . . . . . . . . . . . 1 . . . . 1 . .
## ACP1 . . 1 . . 1 . . . . 1 . . . . . . . 1 . 6 . . . 1
## TMEM18 . . . 1 . . . . . . . . . . . . . . 1 . . . . . .
## AC116614.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## TPO . . . . . . . . . . . . . . . . . . . . . . . . .
## TSSC1 . . 1 . . . . . . . 1 . . . . . . . 2 . . . . . .
## TRAPPC12 . . . 1 . . . . . . . . . . . . . . . . 1 . . . .
## TRAPPC12-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## ADI1 . . . . . . . . . 1 1 . . . . . . . . . . . . 2 1
## AC142528.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## AC108488.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## RNASEH1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RNASEH1-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RPS7 13 31 8 10 1 8 5 7 6 4 15 12 11 10 3 2 2 3 12 15 24 7 18 4 3
## CMPK2 . . . 1 . . . . . . . . . . . . . . 3 . . . . . .
## RSAD2 . . . . . . . . . . . 1 . . . . . . . . . . . . .
## RNF144A . . . . . . . . . . . . . . . . . . . . . . . . .
## AC092580.4 . . . . . . 2 . 1 . . . . . . . . . . . . . . . .
## LINC00299 . . . . . . . . . . . . . . . . . . . . . . . . .
## AC011747.4 . . . . . . . . . . . . . . . . . . . . . . . . .
## ID2 1 . . 3 2 . . . . . . 1 1 4 . 1 1 . 2 . 1 . . . 2
## KIDINS220 . . . . . . . . . . . . . . . . . . . . . . . . .
## MBOAT2 . . . . . . . . . . . . . . . . . . . . . . . . .
## ASAP2 . . . . . . . . . . . . . . . . . . . . . . . . .
## ITGB1BP1 . . 1 . . . . . 1 . . . . . . . . . . 1 . . . . 1
## CPSF3 . . . . . . . . . . . . . . . . . . . . . . . . .
## IAH1 1 . . 2 . . 5 . 1 . . . . . 1 . . 1 1 . 2 . . . .
## ADAM17 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-214N9.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## YWHAQ . 2 2 . 1 2 2 1 . 2 . . 1 1 . . . . . . 3 . . . .
## TAF1B . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-95D17.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-254F7.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## KLF11 . . . . . . . . . . . . . . . . . . . . . . . . .
## RRM2 . . . . . . . . . . . . . . . . . . . . . . . . .
## HPCAL1 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## ODC1 . 2 . . . . . . . . . . . 2 . . . . . . . . . . 1
## NOL10 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## RN7SL832P . . . . . . . . . . . . . . . . . . . . . . . . .
## ATP6V1C2 . . . . . . . . . . . . . . 1 . . . . . . . . . .
## RP11-791G15.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## PDIA6 . . . . . . . . . 1 . . . . . 1 1 1 . 1 . . . . 1
## PQLC3 . . . 1 . 1 . . . . . . . . . . . . . . . . . . .
## ROCK2 . . . . . . . . . . . . . . . . . . . . . . . . .
## E2F6 . . . . . . . . . . . . . . . . . . . . . . . . .
## LPIN1 . 2 . . . . . . . . . . . . . . 1 . . . . . . . .
## TRIB2 . . . . . . . . . . 1 . . . . . . . . . . . . . .
## NBAS . . . . . . . . . . . . . . . . 1 . . . . . . . .
## DDX1 . . . . . . . . . . . . . . . . . . . . . . . . .
## FAM49A . . . . . . . . . . . . . . . . . . . . . . . . .
## SMC6 . . . . . . . . . . . . . . . . . . . . . . . . .
## GEN1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-111J6.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## RDH14 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## LINC00954 . . . . . . . . . . . 1 . . . . . . . . . . . . .
## TTC32 . . . . . . . . . . . . . . . . . . . . . . . . .
## WDR35 . . . . . . . . . . . . . . . . . . . . . . . . .
## LAPTM4A . . . . . . . 1 . . 1 . . 1 . . . 1 1 . . 1 1 . .
## PUM2 . . . 1 . 1 . . . . . . . . . . . . . . . . . . .
## RHOB . . . 4 . . . . . 1 . . . . . . . 2 1 . . . 3 . .
## HS1BP3 . . . . . . . . . . . . . . . . . . . . . . . . .
## C2orf43 . . . . . . . . . . . . . . . . . . . . . . . . .
## KLHL29 . . . . . . . . . . . . . . . . . . . . . . . . .
## ATAD2B . . . . . . . . . . . . . . . . . . . . 1 . . . .
## UBXN2A . . . . . . . . . . . 1 . . . . . . . . . . . . .
## MFSD2B . . . . . . . . . . . . . . . . . . . . . . . . .
## C2orf44 . . . . . . . . . . . . . . . . . . . . . . . . .
## FKBP1B . . . . . . . . . . . . . . . . . . . . . . . . .
## SF3B14 . . . 1 . . . . . . . . 1 . . . . . . 2 . . . . .
## FAM228B . . . . . . . . . . . 1 . . . . . . . . . . . . .
## TP53I3 . . . . . . . . . . . . . . . . . . . . . . . . .
## FAM228A . . . . . . . . . . . . . . . . . . . . . . . . .
## ITSN2 . . 1 . . . . . . . 1 . . . . . . . 2 . 1 . . . .
## NCOA1 . . . . . . . . . . . . . . . . . . . . . . . . .
## PTRHD1 . 1 . . . 1 . . . . . . . . . . . . . . . . . . .
## CENPO . . . . . . . . . . . . . . . . . . . . . . . . .
## ADCY3 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## DNAJC27 . . . . . . . . . . . . . . . . . . . . . . . . .
## DNAJC27-AS1 . . . . . . . . . . . . . . . . . . . . . . . . .
## POMC 1 . . . . . . . . . . . . . . . . . . . . . . . 1
## DNMT3A 1 . . . . . . . . . . . . . . . . . . . . . . . .
## AC012074.2 . . . . . . . . . . . . . . . . . . . . . . . . .
## DTNB . . . . . . . . . . . . . . . . . . . . . . . . .
## AC104699.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## ASXL2 . . . . . . . . . . . . . . . . . . . . . . . . .
## KIF3C . . . . . . . . . . . . . . . . . . . . . . . . .
## AC013449.1 . . . . . . . . . . . . . . . . . . . . . . . . .
## RAB10 . . . . . . . . . . . . . . . . . . 1 . . . . . 1
## GAREML . . . . . . . . . . . . . . . . . . . . . . . . .
## HADHA . 1 . . . . . . . . . . . . . . . . 1 2 . . 2 . .
## HADHB . . . 1 . 1 . . . . . . . . . . 1 . . 1 . . . . .
## EPT1 . . . . . . . . . . . . . . . . . . . . . . . . .
## OTOF . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC35F6 . . . . . . . . . 1 . . . . . . . . . . . . . . .
## CENPA . . . . . . . . . . . . . . . . . . . . . . . . .
## MAPRE3 . . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM214 . . . . . . . . . . . . . . . . . . . 1 . . . . .
## AGBL5 . . . . . . . . . . . . . . . . . . . . . . . . 1
## OST4 . . 2 3 . . . . . 2 . . 2 2 2 . . 1 1 . 1 1 2 1 2
## KHK . . . . . . . . . . . . . . . . . . . . . . . . .
## ABHD1 . . . . . . . . . . . . . . . . . . . . . . 1 . .
## PREB . . . . . 2 . . . . . . . . . 1 . . . . . . . . 1
## SLC5A6 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## ATRAID . 1 . . . . 1 1 . . . 1 1 1 . . . . . . . . . . .
## CAD . . . . . . . . . . . . . . . . . . . . . . . . .
## TRIM54 . . . . . . . . . . . . . . . . . . . . . . . . .
## MPV17 . . 1 . . . . . . . . . . . . . . . . . . . . . .
## GTF3C2 . . . . . . . . . . . . . . . . . . . . . . . . .
## AC074117.10 . . . . . . . . . . . . . . . . . . . . . . . . .
## EIF2B4 . . . . . . . . . . . . . . . . . . . . . . . . .
## SNX17 . . . 1 . . . . . . 1 . . . . . . . . 1 1 . . . .
## ZNF513 . . . . . . . . . . . . . . . . . . . . . . . . .
## PPM1G . 1 . 1 . . . 1 . . 1 . . 1 . . . . . . 1 . . 1 .
## NRBP1 . 1 . . . . . . . . . . . . . . . 1 1 . 1 . 1 . .
## KRTCAP3 . . . . . . . . . . . . . . . . . . . . . . . . .
## IFT172 . . . . . . . . . . . . . . . . . . . . 1 . . . .
## ZNF512 . . . . . 1 . . . . . . . . . . . . . . . . . . .
## CCDC121 . . . . . . . . . . . . . . . . . . . . . . . . .
## GPN1 . . . . . . . . . . . . . . . . . . . . . . . 1 .
## SUPT7L . . . . . . . . . . . . . . . . . . . . . . . . .
## SLC4A1AP . . . . . . . . . . . . . . . . . . . . . . . . .
## MRPL33 . . . . . . . 1 . . . . . . . . . . 1 . . . . . .
## RBKS . . . . . . . . . . . . . . . . . . . . . . . . .
## BRE . . . . . . 1 . . . . . . . . . . . . . 1 . . . .
## FOSL2 . . . . . . . . . . . . . . . . . . . . . . . . .
## PLB1 . . . . . . . . . . . . . . . . . . . . . . . . .
## PPP1CB . . . . . . . 1 . . . . . . . . . . . . . . . . .
##
## AL627309.1 . . . . . . . ......
## AP006222.2 . . . . . . . ......
## RP11-206L10.2 . . . . . . . ......
## RP11-206L10.9 . . . . . . . ......
## LINC00115 . . . . . . . ......
## NOC2L . . . . . . . ......
## KLHL17 . . . . . . . ......
## PLEKHN1 . . . . . . . ......
## RP11-54O7.17 . . . 1 . . . ......
## HES4 . . . . . . 2 ......
## RP11-54O7.11 . . . . . . . ......
## ISG15 1 . . 2 . 12 4 ......
## AGRN . . . . . . . ......
## C1orf159 . . . . . . . ......
## TNFRSF18 . . . . . . . ......
## TNFRSF4 . . . . . . . ......
## SDF4 1 . . . . . 2 ......
## B3GALT6 . . . . . . . ......
## FAM132A . . . . . . . ......
## UBE2J2 . . . 1 . . . ......
## ACAP3 . . . . . . . ......
## PUSL1 . . . . . . . ......
## CPSF3L . . . . . . . ......
## GLTPD1 . . . . . . . ......
## DVL1 . . . . . . . ......
## MXRA8 . . . . . . . ......
## AURKAIP1 . . . 1 . . . ......
## CCNL2 . . . . . . . ......
## RP4-758J18.2 . . . . . . . ......
## MRPL20 . . . . . . . ......
## ATAD3C . . . . . . . ......
## ATAD3B . . . . . . . ......
## ATAD3A . . . . 1 . . ......
## SSU72 . 1 . . . . 1 ......
## AL645728.1 . . . . . . . ......
## C1orf233 . . . 1 . . . ......
## RP11-345P4.9 . . . . . . . ......
## MIB2 . . . . . . . ......
## MMP23B . . . . . . . ......
## CDK11B . . . . . . . ......
## SLC35E2B . . . . . . . ......
## CDK11A . . . 1 . . . ......
## SLC35E2 . . . . . . . ......
## NADK . . . . . . 2 ......
## GNB1 1 . . . . . . ......
## RP1-140A9.1 . . . . . . . ......
## TMEM52 . . . . . . . ......
## PRKCZ . . . . . . . ......
## RP5-892K4.1 . . . . . . . ......
## C1orf86 . . . 3 . . . ......
## AL590822.2 . . . . . . . ......
## SKI . . . . . . . ......
## RER1 . . . . 1 . 1 ......
## PEX10 . . . . . . . ......
## PLCH2 . . . . . . . ......
## PANK4 . . . . . . . ......
## RP3-395M20.12 . . . . . . . ......
## TNFRSF14 1 . . 1 . . 1 ......
## RP3-395M20.9 . . . . . . . ......
## FAM213B . . . . . . . ......
## MMEL1 . . . . . . . ......
## TTC34 . . . . . . . ......
## MEGF6 . . . . . . . ......
## TPRG1L . . . . . . . ......
## WRAP73 . . . . . . . ......
## TP73-AS1 . . . . . . . ......
## SMIM1 . . . . . . . ......
## LRRC47 . . . . . . 1 ......
## CEP104 . . . . . . . ......
## DFFB . . . . . . . ......
## C1orf174 . 1 . . . . . ......
## NPHP4 . . . . . . . ......
## KCNAB2 . 2 . . . . . ......
## RPL22 2 1 4 2 7 3 2 ......
## RNF207 . . . . . . . ......
## ICMT . . . . . . 1 ......
## GPR153 . . . . . . . ......
## ACOT7 . . . . . . . ......
## RP1-202O8.3 . . . . . . . ......
## ESPN . . . . . . . ......
## TNFRSF25 . . . . . 3 . ......
## PLEKHG5 . . . . . . . ......
## NOL9 . . . . . . . ......
## ZBTB48 . . . . . . . ......
## KLHL21 . . . . . . . ......
## PHF13 . . . . . . . ......
## THAP3 . . . . . . . ......
## DNAJC11 . . . . . . . ......
## RP11-312B8.1 . . . . . . . ......
## CAMTA1 . 13 . . 2 . . ......
## VAMP3 . . . . . . . ......
## PER3 . . . . . . . ......
## UTS2 . . . . . . . ......
## TNFRSF9 . . . . . . . ......
## PARK7 . . . 3 1 1 3 ......
## SLC45A1 . . . . . . . ......
## RERE . . . . . . . ......
## RP5-1115A15.1 . . . . . . . ......
## ENO1 1 . . 2 1 1 6 ......
## ENO1-AS1 . . . . . . . ......
## CA6 . . . . . . . ......
## SLC2A5 . . . . . . . ......
## GPR157 . . . . . . . ......
## H6PD . . . . . . . ......
## SPSB1 . . . . . . . ......
## SLC25A33 . . . . . . . ......
## TMEM201 . . . . . . . ......
## PIK3CD . . . . . . . ......
## C1orf200 . . . . . . . ......
## RP11-558F24.4 . . . . . . . ......
## CLSTN1 . . . . . . . ......
## CTNNBIP1 . . . 1 . . . ......
## LZIC . . . . 1 . . ......
## NMNAT1 . . . . . . . ......
## RBP7 . . . . . . . ......
## UBE4B . . . . . . . ......
## KIF1B . . . . . . . ......
## PGD . . . 1 . . . ......
## APITD1 . . . . . . . ......
## DFFA . . . . . . . ......
## PEX14 . . . . . . . ......
## CASZ1 . . . . . . . ......
## TARDBP . . . . . 1 . ......
## RP4-635E18.8 . . . . . . . ......
## SRM . . . 1 1 . . ......
## EXOSC10 . . . . . . . ......
## MTOR . . . . . . . ......
## UBIAD1 . . . . . . . ......
## FBXO2 . . . . . . . ......
## FBXO44 . . . . . . . ......
## FBXO6 . . . . . . 1 ......
## MAD2L2 . . . . . . . ......
## DRAXIN . . . . . . . ......
## AGTRAP 1 . . 1 . . 1 ......
## MTHFR . . . 2 . . . ......
## CLCN6 . . . . . . . ......
## NPPA-AS1 . . . . . . . ......
## KIAA2013 . . . . . . . ......
## PLOD1 . . . . . . . ......
## MFN2 . . . . . . . ......
## MIIP . . . . 1 . . ......
## TNFRSF8 . . . . . . 1 ......
## TNFRSF1B . . . 1 . . . ......
## VPS13D . . . . . . . ......
## DHRS3 . . . . . . . ......
## PRDM2 . . . 1 . . . ......
## TMEM51 . . . . . . . ......
## RP3-467K16.4 . . . . . . . ......
## EFHD2 . . . 1 . . 1 ......
## CASP9 . . . . . . . ......
## DNAJC16 . . . . . . . ......
## AGMAT . . . . . . . ......
## DDI2 . . . . . . . ......
## PLEKHM2 . . . . . . . ......
## FBLIM1 . . . . . . . ......
## RP11-169K16.9 . . . . . . . ......
## SPEN . . 1 . . . . ......
## ZBTB17 . . . . . . . ......
## ARHGEF19 . . . . . . . ......
## RSG1 . . . . . . . ......
## FBXO42 . . . . . . . ......
## SZRD1 1 . 1 . . . . ......
## SPATA21 . . . . . . . ......
## NECAP2 . . 1 1 . . 1 ......
## RP4-798A10.2 . . . . . . . ......
## RP4-798A10.7 . . . . . . . ......
## RP4-798A10.4 . . . . . . . ......
## NBPF1 . . 1 . . . . ......
## CROCCP2 . . . . . . . ......
## CROCC . . . . . . . ......
## RP11-108M9.4 . . . . . . . ......
## RP11-108M9.6 . . . . . . . ......
## ATP13A2 . . . . . . . ......
## SDHB . . . 1 . . . ......
## PADI2 . . . . . . . ......
## PADI4 . . . . . . . ......
## RCC2 . . . . . . . ......
## ARHGEF10L . . . . . . . ......
## ALDH4A1 . . . . . . . ......
## IFFO2 . . . . . . . ......
## UBR4 . . . 1 . . . ......
## RP1-43E13.2 . . . . . . . ......
## EMC1 . . . . . . . ......
## MRTO4 . . . . . . . ......
## AKR7A2 . . . . . . . ......
## PQLC2 . . . . . . . ......
## CAPZB 2 . . 3 . 2 5 ......
## MINOS1-NBL1 . . . . . . . ......
## MINOS1 . . 1 2 . . . ......
## NBL1 . . . . . . . ......
## TMCO4 . . . . . . . ......
## OTUD3 . . . . . . . ......
## UBXN10-AS1 . . . . . . . ......
## UBXN10 . . . . . . . ......
## CAMK2N1 . . . . . . . ......
## MUL1 . . . . . . . ......
## CDA . . . 1 1 . 1 ......
## PINK1 . . . . . . . ......
## PINK1-AS . . . . . . . ......
## DDOST . . 2 1 . . . ......
## HP1BP3 . . . . . . 1 ......
## RP5-930J4.4 . . . . . . . ......
## EIF4G3 . . . . . . . ......
## ECE1 . . . . . . . ......
## RP3-329E20.2 . . . . . . . ......
## NBPF3 . . . . . . . ......
## ALPL . . . . . . . ......
## USP48 . . . . . . . ......
## HSPG2 . . . . . . . ......
## RP1-224A6.3 . . . . . . . ......
## LINC00339 . . . . . . . ......
## CDC42 . . . 2 . . 1 ......
## ZBTB40 . . . . . . . ......
## C1QA . . . 3 . . . ......
## C1QC . . . . . . . ......
## C1QB . . . 3 . . . ......
## EPHB2 . . . . . . . ......
## KDM1A . . . 2 . . . ......
## LUZP1 . . . . . . . ......
## RP5-1057J7.6 . . . . . . . ......
## HNRNPR . . . . . . . ......
## ZNF436 . . . . . . . ......
## C1orf213 . . . . . . . ......
## TCEA3 . . . . . . . ......
## E2F2 . . . . . . . ......
## ID3 . . 1 . . . . ......
## MDS2 . . . . . . . ......
## RPL11 13 37 32 44 36 22 12 ......
## TCEB3 . . . . . . . ......
## RP5-886K2.3 . . . . . . . ......
## PITHD1 . . . . 1 . . ......
## LYPLA2 . . . . 2 . . ......
## GALE . . . . . . . ......
## HMGCL . . . . 1 . 1 ......
## FUCA1 . . . . . . . ......
## CNR2 . . . . . . . ......
## PNRC2 . . . . . . . ......
## SRSF10 . . . 1 . . . ......
## IFNLR1 . . . . . . . ......
## STPG1 . . . . . . . ......
## NIPAL3 . . . . . . 1 ......
## RCAN3 . . . 1 . . . ......
## RP4-594I10.3 . . . . . . . ......
## SRRM1 . . . . . 1 . ......
## CLIC4 . . . . . . . ......
## RUNX3 . . 1 . . . . ......
## SYF2 1 . . 2 1 . 3 ......
## C1orf63 . . 2 1 . . 2 ......
## RP3-465N24.6 . . . . . . . ......
## TMEM50A . . . . . 1 1 ......
## TMEM57 . . . . . . . ......
## LDLRAP1 1 . 2 1 3 . . ......
## RP11-70P17.1 . . . . . . . ......
## MAN1C1 . . . . . . . ......
## RP1-187B23.1 . . . . . . . ......
## SEPN1 . . . . . . . ......
## RP1-317E23.3 . . . . . . . ......
## MTFR1L . 1 . . 1 . . ......
## AL020996.1 . . . . . . . ......
## PAQR7 . . . . . . . ......
## STMN1 . . . . . . . ......
## PAFAH2 . . . . . . . ......
## PDIK1L . . . . 1 . . ......
## ZNF593 . . 1 . . . . ......
## CNKSR1 . . . . . . . ......
## CEP85 . . . . . . . ......
## SH3BGRL3 1 1 1 9 2 1 11 ......
## UBXN11 . . . . . . . ......
## CD52 11 1 2 9 3 1 5 ......
## AIM1L . . . . . . . ......
## ZNF683 . . . . . . . ......
## DHDDS . . . . . . . ......
## HMGN2 . . . . . . . ......
## RPS6KA1 . . . . . 1 . ......
## ARID1A . . . . . . . ......
## PIGV . . . . . . . ......
## ZDHHC18 . . . 1 . . . ......
## GPN2 . . . . . . . ......
## GPATCH3 . . . . . . . ......
## NUDC . . . 1 . . . ......
## C1orf172 . . . . . . . ......
## TRNP1 . . . . . . . ......
## SLC9A1 . . . . . . . ......
## WDTC1 1 . . . . . . ......
## TMEM222 . . . . . . . ......
## SYTL1 . . . . . . . ......
## MAP3K6 . . . . . . 1 ......
## WASF2 . . . 1 . . 2 ......
## RP1-159A19.4 . . . . . . . ......
## AHDC1 . . . . . . . ......
## FGR . . . . . . 1 ......
## IFI6 . . . . . 10 3 ......
## FAM76A . . . . . . . ......
## STX12 . 1 . . . . . ......
## PPP1R8 . . . . . . . ......
## THEMIS2 . . . . . . 1 ......
## RPA2 . . . . . . . ......
## XKR8 . . . . . . . ......
## EYA3 . . . . . . . ......
## PTAFR . . . 1 . . . ......
## DNAJC8 . . . . . . . ......
## AL353354.2 . . . . . . . ......
## ATPIF1 . . 2 1 . . . ......
## RP5-1092A3.4 1 . . . . . . ......
## SESN2 . . . . . . . ......
## MED18 . . . . . . . ......
## PHACTR4 . . . . . . . ......
## RCC1 . . . . . . . ......
## TRNAU1AP . . . . . . . ......
## SNHG12 . . . . . . . ......
## TAF12 . . . . . . . ......
## RP11-442N24--B.1 . . . . . . . ......
## RNU11 . . . . . . . ......
## GMEB1 . . . . . . . ......
## YTHDF2 . . . . 1 . . ......
## EPB41 . . . . . . . ......
## TMEM200B . . . . . . . ......
## SRSF4 . . . . . . . ......
## MECR . . . 1 . . . ......
## MATN1 . . . . . . . ......
## MATN1-AS1 . . . . . . . ......
## LAPTM5 3 2 1 3 2 . 5 ......
## PUM1 . . . . . . . ......
## SNRNP40 . . . . . . 1 ......
## ZCCHC17 . . . 1 . . . ......
## SERINC2 . . . . . . . ......
## PEF1 . . . . . . . ......
## SPOCD1 . . . . . . . ......
## PTP4A2 . 1 . 1 1 . 1 ......
## KHDRBS1 . . . . 1 . . ......
## TMEM39B . 1 . . . . . ......
## KPNA6 . . . . . . . ......
## TXLNA . . . . . . . ......
## CCDC28B . . . . . . . ......
## TMEM234 . . . . . . . ......
## EIF3I . . . . 1 . . ......
## FAM167B . . . . . . . ......
## LCK . . 1 . 2 . . ......
## HDAC1 . . . . . . . ......
## MARCKSL1 . . . 1 . . . ......
## FAM229A . . . . . . . ......
## BSDC1 . . . . . . 1 ......
## ZBTB8A . . . . . . . ......
## ZBTB8OS . . . . . . . ......
## RBBP4 . . . . . . . ......
## SYNC . . . . . . . ......
## YARS . . . . . . . ......
## S100PBP . . . . 1 . . ......
## RNF19B . . . . . . . ......
## AK2 . 1 . 1 . . . ......
## ADC . . . . . . . ......
## TRIM62 . . . . . . . ......
## ZNF362 . . . . . . . ......
## PHC2 . . . . . . . ......
## SMIM12 . . . 1 . . . ......
## DLGAP3 . . . . . . . ......
## RP11-244H3.4 . . . . . . . ......
## ZMYM6NB . . . . . . . ......
## ZMYM6 . . . . . . . ......
## ZMYM1 . . . . . . . ......
## SFPQ . . . . . . . ......
## ZMYM4 . . . 1 . . . ......
## KIAA0319L . . . . . 1 . ......
## NCDN . . . . . . . ......
## RP4-728D4.2 . . . . . . . ......
## TFAP2E . . . . . . . ......
## PSMB2 . . . 3 1 . . ......
## C1orf216 . . . . . . . ......
## CLSPN . . . . . . . ......
## AGO4 . . . . . . . ......
## AGO1 . . . . . . . ......
## RP4-789D17.5 . . . . . . . ......
## AGO3 . . . . . . . ......
## ADPRHL2 . . . . . . . ......
## TRAPPC3 . . . . 1 . . ......
## MAP7D1 . . . . . . . ......
## THRAP3 . . . 1 . . . ......
## SH3D21 . . . . . . . ......
## EVA1B . . . . . . . ......
## STK40 . . . . . . . ......
## LSM10 . 1 . . . . 1 ......
## OSCP1 . . . . . . . ......
## MRPS15 . . 1 . . . . ......
## CSF3R . . . 1 . . . ......
## LINC01137 . . . . . . . ......
## ZC3H12A . . . . . . . ......
## MEAF6 . 1 . . . . . ......
## SNIP1 . . . . . . . ......
## GNL2 . . . . . . 1 ......
## C1orf109 . . . . . . . ......
## CDCA8 . . . . . . . ......
## YRDC . . . 1 . . . ......
## C1orf122 1 . . . . . 1 ......
## MTF1 . . . . . . . ......
## INPP5B . . . . . . . ......
## SF3A3 . . . . . . 1 ......
## FHL3 . . . . . . . ......
## UTP11L . . . . . . . ......
## RRAGC . . 1 . 1 . . ......
## RP5-864K19.4 . . . . . . . ......
## MYCBP . . . . . . . ......
## AKIRIN1 1 . . 1 . . 1 ......
## NDUFS5 . . 1 . 2 . . ......
## MACF1 . . . . 13 . . ......
## KIAA0754 . . . . . . . ......
## RP11-69E11.4 . . . . . . . ......
## PABPC4 . . . . . . . ......
## HPCAL4 . . . . . . . ......
## PPIE . . . . . . . ......
## TRIT1 . . . . . . . ......
## MYCL . . . . . . . ......
## MFSD2A . . . . . . . ......
## CAP1 . . . . . . 5 ......
## PPT1 . . 2 . . . 1 ......
## RLF . . . . . . . ......
## RP1-39G22.7 . . . . . . . ......
## ZMPSTE24 . . . 1 . . . ......
## COL9A2 . . . . . . . ......
## SMAP2 . . . . . . 2 ......
## ZFP69B . . . . . . . ......
## ZFP69 . . . 1 . . . ......
## RP11-656D10.3 . . . . . . . ......
## EXO5 . . . . . . . ......
## ZNF684 . . . . . . . ......
## RIMS3 . . . . . . . ......
## NFYC-AS1 . . . . . . . ......
## NFYC . . . . . . . ......
## CITED4 . . . . 1 . . ......
## CTPS1 . . . . . . . ......
## SLFNL1 . . . . . . . ......
## SCMH1 . . . . . . . ......
## HIVEP3 . . . . . . . ......
## FOXJ3 . . . . . . . ......
## PPCS 1 . . 1 1 . . ......
## CCDC30 . . . . . . . ......
## PPIH . . . . 1 . . ......
## YBX1 1 . 1 13 3 2 10 ......
## LEPRE1 . . . . . . . ......
## C1orf50 . . . . . . . ......
## CCDC23 . . . . 1 . 1 ......
## ERMAP . . . . . . . ......
## RP11-342M1.3 . . . . . . . ......
## ZNF691 . . . . . . . ......
## SLC2A1 . . . . . . . ......
## SLC2A1-AS1 . . . . . . . ......
## EBNA1BP2 . . 1 . . 1 . ......
## WDR65 . . . . . . . ......
## RP1-92O14.3 . . . . . . . ......
## CDC20 . . . . . . . ......
## ELOVL1 . . . . . . . ......
## MED8 . . . 1 1 . . ......
## SZT2 . . . . . . . ......
## HYI . . . . . . . ......
## KDM4A . . . . . . . ......
## KDM4A-AS1 . . . . . . . ......
## ST3GAL3 . . . . . . . ......
## IPO13 . . . . . . . ......
## DPH2 . . . . . . . ......
## ATP6V0B . . . 3 . . 2 ......
## CCDC24 . . . . . . . ......
## DMAP1 . . . . . . . ......
## ERI3 . . . . . . . ......
## RNF220 . . . . 1 . . ......
## TMEM53 . . . . . . . ......
## C1orf228 . . . 1 . . . ......
## KIF2C . . . . . . . ......
## RPS8 18 16 25 32 14 9 4 ......
## BEST4 . . . . . . . ......
## PLK3 . . . 1 . . . ......
## BTBD19 . . . . . . . ......
## PTCH2 . . . . . . . ......
## EIF2B3 . . . 1 . . 1 ......
## HECTD3 . . . . . . . ......
## UROD . . . . . . . ......
## HPDL . . . . . . . ......
## MUTYH . . . . . . . ......
## TOE1 . . . . . . . ......
## TESK2 . . . . . . . ......
## CCDC163P . . . . . . . ......
## PRDX1 2 . . 2 . . . ......
## AKR1A1 . . . . . . . ......
## NASP . . . . 1 . . ......
## GPBP1L1 . . . 1 . 1 . ......
## TMEM69 . . . . . . . ......
## IPP . . . . . . . ......
## MAST2 . . . . . . . ......
## PIK3R3 . . . . . . . ......
## POMGNT1 . . . . . . . ......
## LRRC41 1 . . . . . . ......
## UQCRH . . . 1 . . 1 ......
## NSUN4 . . . . . . . ......
## FAAH . . . . 20 . . ......
## MKNK1 . . . . . . . ......
## MOB3C . . . . . . . ......
## ATPAF1 . . . . . . . ......
## EFCAB14 . . . . . . . ......
## PDZK1IP1 . . . . . . . ......
## TAL1 . . . . . . . ......
## CMPK1 . . 1 . . 1 . ......
## RP11-511I2.2 . . . . . . . ......
## FOXD2-AS1 . . . . . . . ......
## FOXD2 . . . . . . . ......
## SPATA6 . . . 1 . . . ......
## BEND5 . . . 1 . . . ......
## FAF1 . . . . . . . ......
## CDKN2C . . . . . . . ......
## RNF11 . . . . . . . ......
## EPS15 . . 1 . . . . ......
## OSBPL9 . . . . . . 1 ......
## NRD1 . 1 . . . . . ......
## TXNDC12 . . 1 . . . . ......
## KTI12 . . . . . . . ......
## BTF3L4 . . . . . 9 . ......
## ZFYVE9 . . . . . . . ......
## CC2D1B . . . . . . . ......
## ORC1 . . . . . . . ......
## PRPF38A . . . . . . 1 ......
## ZCCHC11 1 . . . . . . ......
## GPX7 . . . . . . . ......
## FAM159A . . . . 2 . . ......
## COA7 . . . . . . . ......
## ZYG11B . . . . . . . ......
## ECHDC2 . . . . . . . ......
## SCP2 1 . . 1 1 . . ......
## PODN . . . . . . . ......
## SLC1A7 . . . . . . . ......
## CPT2 . 1 . . . . . ......
## C1orf123 . . . . . . . ......
## RP5-1024G6.7 . . . . . . . ......
## MAGOH . 1 1 . . 1 1 ......
## RP4-784A16.5 . . . . . . . ......
## RP11-117D22.2 . . . . . . . ......
## NDC1 . . . . . . . ......
## YIPF1 . . . . 1 . . ......
## HSPB11 . . . . . . . ......
## LRRC42 . . . . . . . ......
## TMEM59 3 1 1 . . 1 1 ......
## TCEANC2 . . . . . . . ......
## CYB5RL . . . . . . . ......
## MRPL37 . . . . . . 1 ......
## SSBP3 . . 1 . . . . ......
## ACOT11 . . . . . . . ......
## TTC4 . . . . . . . ......
## PARS2 . . . . . . . ......
## TTC22 . . . . 1 . . ......
## C1orf177 . . . . . . . ......
## DHCR24 . . . . . . . ......
## USP24 . . . . 1 . . ......
## DAB1 . . . . . . . ......
## OMA1 . . . . . . . ......
## MYSM1 . . . . . . . ......
## JUN 4 4 1 5 1 . 1 ......
## LINC01135 . . . . . . . ......
## RP4-794H19.1 . . . . . . . ......
## FGGY . . . . . . . ......
## HOOK1 . . . . . . . ......
## CYP2J2 . . . . . . . ......
## NFIA . . . . . . . ......
## TM2D1 . 1 . . . . . ......
## INADL . . . . . . . ......
## L1TD1 . . . . . . . ......
## USP1 . . . . . . . ......
## DOCK7 . . . . . . . ......
## ATG4C . . . . . . . ......
## ALG6 . . . . . . . ......
## ITGB3BP . . . . . . . ......
## EFCAB7 . . . . . . . ......
## DLEU2L . . . . . . . ......
## PGM1 . . . . . . . ......
## RAVER2 . . . . . . . ......
## JAK1 . 1 1 6 1 1 . ......
## AK4 . . . . . . . ......
## LEPR . . . . . . . ......
## LEPROT . . . . . . 1 ......
## PDE4B . . . . . . . ......
## MIER1 . . . . . 1 . ......
## SLC35D1 . . . . . . . ......
## IL23R . . . . . . . ......
## IL12RB2 . . . . . . . ......
## SERBP1 1 . . . . 2 . ......
## GADD45A . . . . . . . ......
## WLS . . . . . . . ......
## LRRC7 . . . . . . . ......
## LRRC40 . . . . . . . ......
## SRSF11 . 1 . 1 . 1 . ......
## ANKRD13C . . . . . . . ......
## HHLA3 . . . . . . . ......
## CTH . . . . . . . ......
## ZRANB2 . . . . . . . ......
## LRRIQ3 . . . . . . . ......
## FPGT . . . . . . . ......
## CRYZ . . 1 . 1 . . ......
## TYW3 . . . . . . . ......
## ACADM . . . . . . . ......
## RABGGTB . . . . . 1 . ......
## ST6GALNAC3 . . . . . . . ......
## PIGK 1 1 . . . . . ......
## AK5 . . . . . . . ......
## ZZZ3 . . . . . . . ......
## USP33 . . . . . . . ......
## FAM73A . . . . . . . ......
## NEXN . . . . . . . ......
## FUBP1 . . . 1 . . . ......
## DNAJB4 . . . . . . . ......
## RP11-386I14.4 . . . . . . . ......
## IFI44L . . . 9 1 8 2 ......
## IFI44 . . . . . 2 . ......
## RP5-887A10.1 1 . . . . . . ......
## RP11-475O6.1 . . . . . . . ......
## RP11-486G15.2 . . . . . . . ......
## PRKACB . . . . . . . ......
## RPF1 . 1 . . . . . ......
## GNG5 . . . 1 . 1 1 ......
## CTBS . . 1 . . 1 1 ......
## SSX2IP . . . . . . . ......
## MCOLN2 . . . . . . . ......
## MCOLN3 . . . . . . . ......
## SYDE2 . . . . . . . ......
## C1orf52 . . . 1 . . . ......
## BCL10 . . . . . . . ......
## RP11-131L23.1 . . . . . . . ......
## ZNHIT6 . . . . . . . ......
## ODF2L . . . 1 . 2 . ......
## RP4-612B15.3 . . . . . . . ......
## SH3GLB1 . . . . . . . ......
## SEP15 1 . . 1 . . 3 ......
## HS2ST1 . . . . . . . ......
## LMO4 . . . . . . 1 ......
## PKN2 . . . . . . . ......
## GTF2B . . . . . 1 1 ......
## CCBL2 . . . . . . . ......
## RBMXL1 . . . . . . . ......
## GBP3 . . . . . . . ......
## GBP1 . . . 1 . 2 2 ......
## GBP2 . . . 1 1 1 3 ......
## GBP4 . . . . . . . ......
## GBP5 . . . . . 2 . ......
## LRRC8B . . . . . . . ......
## RP5-1007M22.2 . . . . . . . ......
## LRRC8C . . . . 1 . . ......
## RP5-943J3.2 . . . . . . . ......
## LRRC8D . . . . . . . ......
## ZNF326 . . . . . . . ......
## ZNF644 . . . . . . . ......
## CDC7 . . . . . . . ......
## TGFBR3 . . . . . . . ......
## BTBD8 . . . . . . . ......
## KIAA1107 . . . . . . . ......
## GLMN . . . . . . . ......
## RPAP2 . . . . . . . ......
## GFI1 . . . . . . . ......
## EVI5 . . . . . . . ......
## RPL5 12 6 16 7 10 8 19 ......
## FAM69A . 1 . . . . . ......
## MTF2 . . . . . . . ......
## TMED5 . . . . . 1 . ......
## CCDC18 . . . . . . . ......
## DR1 1 . . . . . . ......
## FNBP1L . . . . . . . ......
## RP4-561L24.3 . . . . . . . ......
## DNTTIP2 . . . . . . 1 ......
## GCLM . . . . . . . ......
## ARHGAP29 . . . . . . . ......
## ABCD3 . . . . . . . ......
## CNN3 . . . . . . . ......
## ALG14 . . . . . . . ......
## RWDD3 . . . . . . . ......
## PTBP2 . . . . . . . ......
## DPYD . . . . . . . ......
## AGL . . . . . . . ......
## RP5-884G6.2 . . . . . . . ......
## SLC35A3 . . . . . . . ......
## HIAT1 . . . . . . . ......
## SASS6 . . 1 . . . . ......
## TRMT13 . . . . . . . ......
## DBT . . . . . . . ......
## RTCA . . . . . . . ......
## CDC14A . . . . . . . ......
## EXTL2 . . . . . . . ......
## RP4-549L20.3 . . . . . . . ......
## SLC30A7 . . 1 . . . . ......
## DPH5 . . . . . . . ......
## AC093157.1 . . . . . . . ......
## RP11-421L21.2 . . . . . . . ......
## RP11-421L21.3 . . . . . . . ......
## RP4-575N6.4 . . . . . . . ......
## S1PR1 . . . . . . . ......
## RNPC3 1 . . . 1 . . ......
## AMY2B . . . . . . . ......
## PRMT6 . . . . . . . ......
## VAV3 . . . . . . . ......
## VAV3-AS1 . . . . . . . ......
## RP11-356N1.2 . . . . . . . ......
## SLC25A24 . . . . . . . ......
## RP11-483I13.5 . . . . . . . ......
## FAM102B . . . . . . . ......
## HENMT1 . . . . . . . ......
## PRPF38B 1 . 1 . . . 1 ......
## STXBP3 . . . . . . . ......
## GPSM2 . . . . . . . ......
## CLCC1 . . . . . . . ......
## WDR47 . . . . . . . ......
## TAF13 . . . . . . . ......
## RP5-1065J22.8 . . . . . . . ......
## TMEM167B . . . . 1 . 1 ......
## KIAA1324 . . . . . . . ......
## SARS . . . . . . 1 ......
## CELSR2 . . . . . . . ......
## PSRC1 . . . . . . . ......
## SORT1 . . . . . . . ......
## PSMA5 . . 1 . . . . ......
## ATXN7L2 . . . . . . . ......
## CYB561D1 . . . . . . . ......
## AMIGO1 . . . . . . . ......
## GPR61 . . . . . . . ......
## GNAI3 . . . . . 1 1 ......
## AMPD2 . . . 1 1 . . ......
## GSTM4 . . . . . . . ......
## GSTM2 . . . . . . . ......
## GSTM1 . . . . . . . ......
## GSTM3 . . . . . . . ......
## CSF1 . . . . . . . ......
## AHCYL1 . . . . . . . ......
## STRIP1 . . . . . . . ......
## RP4-773N10.4 . . . . . . . ......
## KCNC4 . . . . . . . ......
## RBM15 . . . . . . . ......
## SLC16A4 . . . . . . . ......
## RP5-1074L1.4 . . . . . . . ......
## LAMTOR5-AS1 . . . . . . . ......
## LAMTOR5 . . . . . . 1 ......
## RP11-284N8.3 . . . . . . . ......
## KCNA3 . . . . . . . ......
## CD53 3 . 4 . 1 2 2 ......
## RP11-96K19.2 . . . . . . . ......
## LRIF1 . . . . . . . ......
## RP11-96K19.5 . . . . . . . ......
## DRAM2 1 . . . . . . ......
## CEPT1 . . . . . . . ......
## RP5-1180E21.5 . . . . . . . ......
## DENND2D . . . . 1 . . ......
## CHI3L2 . . . . . . . ......
## PIFO . . . . . . . ......
## OVGP1 . . . . . . . ......
## WDR77 . . . . . . . ......
## ATP5F1 . . 1 1 . . 1 ......
## C1orf162 1 . . 1 . . 2 ......
## ADORA3 . . . . . . . ......
## RAP1A . . . 2 1 . 1 ......
## FAM212B . . . . . . . ......
## DDX20 . . . . 1 . . ......
## CTTNBP2NL . . . . . . . ......
## WNT2B . . . . . . . ......
## ST7L . . . . . . . ......
## CAPZA1 . 1 . . . 1 . ......
## MOV10 . . . . . . . ......
## RP11-426L16.3 . . . . . . . ......
## RHOC . . . 3 . . 17 ......
## PPM1J . . . . . . . ......
## SLC16A1 . . . . . . . ......
## SLC16A1-AS1 . . . . . . . ......
## RP11-389O22.1 . . . . . . . ......
## LRIG2 . . . . . . . ......
## MAGI3 . . . . . . . ......
## PHTF1 . . . . . . . ......
## RSBN1 . 1 . . . . . ......
## PTPN22 . . . . . . . ......
## AP4B1-AS1 . . . . . . . ......
## BCL2L15 . . . . . . . ......
## AP4B1 . . . . . . . ......
## DCLRE1B . . . . 1 . . ......
## RP5-1073O3.7 . . . . . . . ......
## HIPK1 . . . . . . . ......
## TRIM33 . . . . 1 . . ......
## BCAS2 . . . . . 1 . ......
## DENND2C . . . . . . . ......
## NRAS . . . . . . . ......
## CSDE1 1 . 1 . 4 1 2 ......
## SIKE1 . . . . 1 . . ......
## TSPAN2 . . . . . . . ......
## VANGL1 . . . . . . . ......
## SLC22A15 . . . . . . . ......
## ATP1A1 . . . . . 1 . ......
## AL136376.1 . . . . . . . ......
## CD58 . . . . . . . ......
## CD2 . 1 . . 2 2 . ......
## CD101 . . . . . . . ......
## TTF2 . . . . . . . ......
## MAN1A2 . . . . . . . ......
## FAM46C . . . 1 . . . ......
## GDAP2 . . . . . . . ......
## WDR3 . . . . . . . ......
## WARS2 1 . . . . . . ......
## RP11-418J17.1 . . . . . . . ......
## PHGDH . . . . . . . ......
## REG4 . . . . . . . ......
## NOTCH2 . . . 1 . . 1 ......
## RP11-114O18.1 . . . . . . . ......
## FAM72B . . . . . . . ......
## FCGR1B . . . . . . . ......
## RP11-343N15.5 . . . . . . . ......
## RP11-344P13.6 . . . . . . . ......
## RP11-423O2.5 . . . . . . . ......
## RP11-782C8.1 . . . . . . . ......
## RP6-206I17.1 . . . . . . . ......
## RP6-206I17.2 . . . . . . . ......
## LINC00623 . 1 . . . . . ......
## AL592284.1 . . . . . . . ......
## RP11-640M9.1 . . . . . . . ......
## NBPF9 . . . . . . . ......
## PDE4DIP . . . . . . . ......
## AL590452.1 . . . . . . . ......
## RP11-458D21.6 . . . . . . . ......
## NOTCH2NL . . . 1 . 1 . ......
## NBPF10 . . . 1 . . . ......
## TXNIP . . 2 2 5 1 5 ......
## POLR3GL . . . 1 . . . ......
## ANKRD34A . . . . . 1 . ......
## RP11-315I20.1 . . . . . . . ......
## LIX1L . . . . . . . ......
## RBM8A . . . . . 1 1 ......
## PEX11B . . . . . . . ......
## ITGA10 . . . . . . . ......
## ANKRD35 . . . . . . . ......
## PIAS3 . . . . . . . ......
## NUDT17 . . . . . . . ......
## POLR3C . . . . . . . ......
## RNF115 . . . . . . . ......
## CD160 . . . . . . . ......
## GPR89A . . . . . . . ......
## NBPF12 . . 3 . . . . ......
## PRKAB2 . . . . . . . ......
## RP11-337C18.8 . . . . . . . ......
## FMO5 . . . . . . . ......
## CHD1L . . . . . 1 . ......
## BCL9 . . . . . . . ......
## ACP6 . . . . . . . ......
## NBPF14 . . . . . . . ......
## RP11-89F3.2 . . . . . . . ......
## NBPF20 . . . . . . . ......
## NBPF15 . . . . . . . ......
## RP11-666A1.5 . . . . . . . ......
## RP11-14N7.2 . . . . . . . ......
## RP11-403I13.4 . . . . . . . ......
## RP11-403I13.8 . . . . . . . ......
## RP11-277L2.3 . . . . . . . ......
## RP11-353N4.4 . . . . . . . ......
## FCGR1A . . . . . . . ......
## HIST2H2BF . . . . . . . ......
## RP11-196G18.24 . . . . . . . ......
## HIST2H2BE . . . . . . . ......
## HIST2H2AC . . . . . . . ......
## HIST2H2AB . . . . . . . ......
## BOLA1 . . . . . . . ......
## SV2A . . . . . . . ......
## SF3B4 . . 1 . 1 . . ......
## MTMR11 . . . . . . . ......
## OTUD7B . . . . . . . ......
## VPS45 . . . . . . . ......
## PLEKHO1 . . . . . . . ......
## ANP32E . . . . . . . ......
## APH1A 1 . . . 1 . . ......
## C1orf54 . . . . . . . ......
## C1orf51 . . . . . . . ......
## MRPS21 . . . . 2 . . ......
## PRPF3 1 . . . . . . ......
## RPRD2 1 . . . . . . ......
## TARS2 . . . . . . . ......
## ADAMTSL4 . . . . . . . ......
## MCL1 . 1 . . 1 1 . ......
## ENSA 2 . . . . . 2 ......
## GOLPH3L . . . . . . . ......
## CTSS 1 1 . 7 2 2 10 ......
## CTSK . . . . . . . ......
## ARNT . 1 . . . . . ......
## SETDB1 . . . . . . . ......
## CERS2 . . . . . 1 . ......
## FAM63A . . . . . . . ......
## PRUNE . . . . . . . ......
## C1orf56 . . . . . . . ......
## CDC42SE1 . . 1 . . . . ......
## MLLT11 . . . . . . . ......
## GABPB2 . . . . . . . ......
## TNFAIP8L2 . . . 1 . . . ......
## SCNM1 1 . . . . . . ......
## VPS72 . . . 1 . . . ......
## PIP5K1A . . . . . . . ......
## PSMD4 . . . . . 1 2 ......
## RP11-126K1.2 . . . . . . . ......
## ZNF687 . . . . . 1 . ......
## PI4KB . 1 . . . . . ......
## RFX5 . . . . . . 1 ......
## RP11-126K1.6 . . . . . . . ......
## PSMB4 . . . . . . . ......
## POGZ . . 1 . . . . ......
## TUFT1 . . . . . . . ......
## SNX27 . . . . . . . ......
## MRPL9 1 . . 1 . . . ......
## OAZ3 . . . . . . . ......
## RP11-98D18.3 . . . . . . . ......
## TDRKH . . . . . . . ......
## RP11-98D18.9 . . . . . . . ......
## RORC . . . . . . . ......
## C2CD4D . . . . . . . ......
## THEM4 . . . . . . . ......
## S100A10 . . 2 4 . . 2 ......
## S100A11 . . . 5 . 1 5 ......
## S100A9 . . . . 1 . 2 ......
## S100A12 . . . . . . . ......
## S100A8 . . 1 . . . . ......
## S100A6 1 . 3 11 . 1 10 ......
## S100A5 . . . . . . . ......
## S100A4 3 . 2 15 . 3 21 ......
## S100A13 . . . . 1 . . ......
## CHTOP . . . 1 . . . ......
## SNAPIN . . . . . 1 . ......
## ILF2 . . . . . 1 . ......
## INTS3 . . . . . . . ......
## SLC27A3 . . . . . . . ......
## GATAD2B . . . . 1 . . ......
## DENND4B . . . . . . 1 ......
## CRTC2 . . . . . . 1 ......
## SLC39A1 . . . . . . . ......
## CREB3L4 . . . . . . . ......
## JTB 1 . . . 2 1 . ......
## RP11-422P24.11 . . . . . . . ......
## RAB13 . . . . . . . ......
## RPS27 19 13 25 44 37 25 17 ......
## TPM3 . . 1 2 . . 2 ......
## C1orf43 . 1 . . . 1 13 ......
## UBAP2L . . . . . . . ......
## HAX1 . . . 1 . 1 . ......
## AQP10 . . . . . . . ......
## ATP8B2 . . . . . . . ......
## RP11-350G8.5 . . . . . . . ......
## IL6R . . . . . . . ......
## UBE2Q1 . . . . . . . ......
## ADAR . . . . . 1 . ......
## PMVK . . 1 . . . . ......
## RP11-307C12.13 . . . . . . . ......
## PBXIP1 . . 1 . . . . ......
## PYGO2 . . . . . . . ......
## RP11-307C12.12 . . . . . . . ......
## SHC1 . . . . . . . ......
## CKS1B . 1 . . . . 1 ......
## FLAD1 . . . . . . . ......
## ZBTB7B . . . . . . . ......
## ADAM15 . . . . . . . ......
## EFNA4 . . . . . . . ......
## EFNA3 . . . . . . . ......
## SLC50A1 . . . . . . 1 ......
## DPM3 . . . . . . . ......
## KRTCAP2 . . . 1 . 1 . ......
## TRIM46 . . . . . . . ......
## THBS3 . . . 1 . . . ......
## MTX1 . . . . . . . ......
## GBA . . . . . . . ......
## FAM189B . . . . 1 . . ......
## SCAMP3 . . . . . 1 . ......
## CLK2 . . . . . . . ......
## FDPS . . . . . . . ......
## RUSC1-AS1 . . . . . . . ......
## RUSC1 . . . . . . . ......
## ASH1L . . . . . . . ......
## MSTO1 . . . . . . . ......
## YY1AP1 . . . . . . . ......
## DAP3 . . . 1 . . . ......
## GON4L . . . . . . . ......
## SYT11 . . . . . . . ......
## RIT1 . . . . . . . ......
## KIAA0907 . . 1 . . . . ......
## ARHGEF2 1 . . . . 1 . ......
## RP11-336K24.12 . . . . . . . ......
## SSR2 . . 1 2 1 . . ......
## UBQLN4 . . . . . . . ......
## LAMTOR2 . . . . . . . ......
## RAB25 . . . . . . . ......
## LMNA . . . . . . 1 ......
## SEMA4A . . . . . . . ......
## SLC25A44 . . . . . . . ......
## PMF1 . . . . . . . ......
## BGLAP . . . . . . . ......
## SMG5 . . . . . . . ......
## TMEM79 . . . . . . . ......
## C1orf85 . . . . 1 . . ......
## CCT3 . . 1 1 . 1 2 ......
## C1orf61 . . . . . . . ......
## MEF2D . . . . . . . ......
## TTC24 . . . . . . . ......
## APOA1BP . . 1 . . . 1 ......
## GPATCH4 . . . . . . . ......
## ISG20L2 . 1 . . . . . ......
## RRNAD1 . . . . . . . ......
## MRPL24 . . . . . . . ......
## HDGF . . . . . . . ......
## PRCC . . . . . . 1 ......
## SH2D2A . . . . . . . ......
## ARHGEF11 . . . . . . . ......
## ETV3 . . . . . . . ......
## FCRL5 . . . . . . . ......
## FCRL3 . . . . . . . ......
## FCRL2 . . . . . . . ......
## FCRL1 . . . . . . . ......
## CD1D . . . . . . . ......
## CD1A . . . . . . . ......
## CD1C . . . . . . . ......
## CD1B . . . . . . . ......
## CD1E . . . . . . . ......
## MNDA . . . . . . . ......
## PYHIN1 . . . . . . . ......
## IFI16 . . . . . 3 1 ......
## AIM2 . . . . . 1 . ......
## FCER1A . . . . . . . ......
## DUSP23 1 . . 2 . . . ......
## FCRL6 . . . . . . . ......
## SLAMF8 . . . . . . . ......
## C1orf204 . . . . . . . ......
## VSIG8 . . . . . . . ......
## TAGLN2 2 1 . 3 . 1 . ......
## PIGM . . . . . 1 . ......
## IGSF8 . . . . . . . ......
## RP11-536C5.7 . . . . . 1 . ......
## PEA15 . . . . . . . ......
## DCAF8 . . . . . . . ......
## PEX19 . . . . . . . ......
## COPA . . . 1 1 . . ......
## NCSTN . . . . . . . ......
## SLAMF6 . . . . 1 1 . ......
## CD84 . 1 . . . . . ......
## SLAMF1 . . . . . . . ......
## RP11-404F10.2 . . . . . . . ......
## CD48 1 . . 5 2 2 2 ......
## SLAMF7 . . 1 . . . . ......
## LY9 . . . 1 1 . . ......
## CD244 . . . . . . . ......
## ITLN1 . . . . . . . ......
## F11R . . . . . . . ......
## TSTD1 . . . . 1 . . ......
## USF1 . . . . . . . ......
## ARHGAP30 . . . . 1 . 1 ......
## KLHDC9 . . . . . . . ......
## PFDN2 . . . 2 . . . ......
## NIT1 . . . . . 1 . ......
## DEDD . . . . . . . ......
## UFC1 . . . 1 1 . . ......
## USP21 . . . . . . . ......
## PPOX . . . . . . . ......
## B4GALT3 . . . . . . . ......
## NDUFS2 1 . . 1 1 . . ......
## FCER1G . 1 . 13 . . 13 ......
## TOMM40L . . . . . . . ......
## MPZ . . . . . . . ......
## SDHC . . . 2 . . . ......
## FCGR2A . . . . . . 4 ......
## HSPA6 . . . . . . 2 ......
## FCGR3A . . . 4 1 . 23 ......
## FCGR2B . . . . . . . ......
## FCGR3B . . . . . 1 . ......
## FCRLA . . . . . . . ......
## FCRLB . . . . . . . ......
## DUSP12 . . . . . . . ......
## ATF6 . . . . . . 1 ......
## SH2D1B . . . . . . . ......
## UHMK1 . . . . . . 1 ......
## RP11-359K18.3 . . . . . . . ......
## UAP1 . . . . . . . ......
## HSD17B7 . 1 . . . . . ......
## RP11-267N12.3 . 1 . . . . . ......
## NUF2 . . . . . . . ......
## PBX1 . . . . . . . ......
## MGST3 . . . . 1 1 1 ......
## ALDH9A1 . . . . . . 1 ......
## TMCO1 . . . . . . . ......
## RP11-466F5.8 . . . . . . . ......
## UCK2 . . . . . . . ......
## POGK . . . . . . . ......
## TADA1 . . . . . . . ......
## GPA33 . . . . . . . ......
## RP11-277B15.3 . . . . . . . ......
## POU2F1 . . . . . . . ......
## CD247 . . 1 . . 1 . ......
## RP11-104L21.3 . . . . . . . ......
## CREG1 . . . . . . . ......
## RP3-455J7.4 . . . . . . . ......
## RCSD1 . . . 2 . 1 . ......
## MPZL1 . . . . . . . ......
## MPC2 . . . . . . . ......
## DCAF6 . . . . . . . ......
## TIPRL . . . . . . . ......
## SFT2D2 . . . . . . . ......
## TBX19 . . . . . . . ......
## XCL2 . . . . . . . ......
## XCL1 . . . . . . . ......
## ATP1B1 . . . . . . . ......
## NME7 . . . . . . . ......
## BLZF1 . . . . . . . ......
## SLC19A2 . 1 . . . . . ......
## F5 . . . . . . . ......
## SELP . . . . . . . ......
## C1orf112 . . . . . . . ......
## SELL 1 1 2 . 1 . 2 ......
## METTL18 1 . . . . . . ......
## SCYL3 . . . . . . . ......
## KIFAP3 . . . . 1 . . ......
## GORAB . . . . . . 1 ......
## FMO4 . . . . . . . ......
## PRRC2C . 1 . 1 1 . . ......
## VAMP4 . . . . . . . ......
## METTL13 . . . . . . . ......
## DNM3 . . . . . . . ......
## PIGC . . . . . . 1 ......
## SUCO . . . . . . . ......
## FASLG . . . . . . . ......
## TNFSF4 . . . . . . . ......
## RP11-296O14.3 . . . . . . . ......
## PRDX6 2 . 2 1 . 1 1 ......
## KLHL20 . . . . . . . ......
## CENPL . . . . . . . ......
## DARS2 . . . . . . . ......
## ZBTB37 . 1 . . . . . ......
## RC3H1 . . . . . . . ......
## RP11-160H22.5 . . . . . . . ......
## RABGAP1L . . . . . . 1 ......
## CACYBP 1 . . . . . . ......
## MRPS14 . . . . . . . ......
## KIAA0040 . . . . . . . ......
## RP11-318C24.2 . . . . . . . ......
## RFWD2 . . . . . . . ......
## RP5-1098D14.1 . . . . . . . ......
## RALGPS2 . . . . . . . ......
## FAM20B . . . . . . . ......
## TOR3A . . . 1 . . . ......
## ABL2 . . . . . . . ......
## SOAT1 . . . . . . . ......
## TOR1AIP2 1 . . . . . . ......
## RP11-533E19.7 . . . . . . . ......
## TOR1AIP1 . . . . . 1 1 ......
## RP11-533E19.5 . . . . . . . ......
## CEP350 . . . . . . . ......
## QSOX1 . . . . . . . ......
## RP5-1180C10.2 . . . . . . . ......
## ACBD6 . . 1 . . . . ......
## XPR1 . . . . . . . ......
## RP11-46A10.5 . . . . . . . ......
## STX6 . . . . . . . ......
## MR1 . . . . . . . ......
## IER5 1 . . . . . . ......
## RP11-309G3.3 . . . . . . . ......
## GLUL . . . . . . . ......
## RNASEL . . . . . . . ......
## RGS16 . . . . . . . ......
## NPL . . . . . . 1 ......
## DHX9 . . . . . . . ......
## LAMC1 . . . . . . . ......
## SMG7 . . . . . . . ......
## NCF2 . . . . . . . ......
## ARPC5 1 1 . . . . 3 ......
## RGL1 . . . . . . . ......
## COLGALT2 . . . . . . . ......
## TSEN15 . . . . . . . ......
## C1orf21 . . . . . . . ......
## EDEM3 . . . . . 1 . ......
## FAM129A . . . . . . . ......
## RNF2 . . 1 . . . . ......
## TRMT1L . . . . . . . ......
## SWT1 . . . . . . . ......
## IVNS1ABP . . . . . . . ......
## TPR . . . . . . . ......
## C1orf27 . . . . . . . ......
## PTGS2 . . . . . . . ......
## RGS18 . . . 1 . . . ......
## RGS1 . . . . . . . ......
## RGS2 . . . 2 . 1 3 ......
## UCHL5 . . . . . . . ......
## TROVE2 . . 1 . . . . ......
## RP11-101E13.5 . . . . . . . ......
## GLRX2 . . . . . . . ......
## CDC73 . . . . . . . ......
## B3GALT2 . . . . . . . ......
## CFH . . . . . . . ......
## ASPM . . . . . . . ......
## ZBTB41 . . . . . . . ......
## CRB1 . . . . . . . ......
## DENND1B . . . . . . . ......
## C1orf53 . . . . . . . ......
## NEK7 . . . . . . . ......
## RP11-553K8.2 . . . . . . . ......
## PTPRC 1 . 2 2 . 1 . ......
## MIR181A1HG . . . . . . . ......
## ZNF281 . . . . . . . ......
## DDX59 . . . . . . . ......
## CAMSAP2 . . . . . . . ......
## KIF21B . . . . . . . ......
## TMEM9 . . . . . . . ......
## PHLDA3 . . . . . . . ......
## CSRP1 . . . . . . 1 ......
## RP11-134G8.7 . . . . . . . ......
## RPS10P7 . . . . . . . ......
## NAV1 . . . . . . . ......
## IPO9-AS1 . . . . . . . ......
## IPO9 . . . . . . . ......
## SHISA4 . . . 1 . . . ......
## TIMM17A . . . 1 . 1 . ......
## RNPEP . . . . . . 1 ......
## ARL8A . . . . . . . ......
## PTPN7 1 . . . . . . ......
## LGR6 . . . . . . . ......
## UBE2T . . . . . . . ......
## PPP1R12B . . . . . . . ......
## KDM5B . . . 1 . . . ......
## RABIF . . . . . . . ......
## KLHL12 . . . . . . . ......
## ADIPOR1 . . . 1 1 1 . ......
## CYB5R1 . . . . . . . ......
## TMEM183A 2 . . . . 1 . ......
## RP11-134P9.3 . . . . . . . ......
## LINC01136 . . . . . . . ......
## BTG2 . . 1 2 2 . 1 ......
## ATP2B4 . . . 1 . . . ......
## LAX1 . . . . . . . ......
## ZC3H11A . . . . . . . ......
## ZBED6 . . . . . 1 . ......
## SNRPE . . . . . . 1 ......
## SOX13 . . . . . . . ......
## PPP1R15B . . . . . . . ......
## PIK3C2B . . . . . . . ......
## MDM4 . . . . . . . ......
## TMEM81 . . . . . . . ......
## RBBP5 . . . 1 . . . ......
## DSTYK . . . . 1 . . ......
## TMCC2 . . . . . . . ......
## NUAK2 . . . . . . . ......
## CDK18 . . . . . . . ......
## MFSD4 . . . . . . . ......
## ELK4 . . . . . . . ......
## SLC45A3 . . . . . . . ......
## NUCKS1 1 . . . . . . ......
## RAB7L1 . . . . . . . ......
## SLC41A1 . . . . . . . ......
## PM20D1 . . . . . . . ......
## FAM72A . . . . . . . ......
## C1orf186 . . . . . . . ......
## SRGAP2 . . . 1 . . . ......
## IKBKE . . . . . . . ......
## RASSF5 . . . 3 . . . ......
## EIF2D . . . . 1 . . ......
## RP11-343H5.6 . . . . . . . ......
## MAPKAPK2 . . . . . . . ......
## IL10 . . . . . . . ......
## IL24 . . . . . . . ......
## FAIM3 . . . . . . . ......
## YOD1 . . . . . . . ......
## PFKFB2 . . . . . . . ......
## C4BPB . . . . . . . ......
## CD55 . . . 1 . 2 2 ......
## CR2 . . . . . . . ......
## CR1 . . . . . . . ......
## CD46 . . . . 1 . . ......
## RP1-28O10.1 . . . . . . . ......
## G0S2 . . . 4 . . . ......
## HSD11B1 . . . . . . . ......
## TRAF3IP3 . . . . 2 1 1 ......
## DIEXF . . . . . . . ......
## HHAT . . . . . . . ......
## RCOR3 . . . . . . 1 ......
## TRAF5 . . . . . . . ......
## SLC30A1 . . . 1 . . . ......
## NEK2 . . . . . . . ......
## LPGAT1 . . . . . . . ......
## INTS7 . . . . . . . ......
## PPP2R5A 2 . . . . . . ......
## TMEM206 . . . . . . . ......
## NENF 1 . . . . . . ......
## RP11-61J19.4 . . . . . . . ......
## ATF3 . . . . . . . ......
## RP11-338C15.3 . . . . . . . ......
## BATF3 . . . . . . . ......
## NSL1 . . . . . . . ......
## TATDN3 . . . 1 . . . ......
## FLVCR1-AS1 . . . . . . . ......
## FLVCR1 . . . . . . . ......
## ANGEL2 . . . . . . . ......
## RPS6KC1 . . . . . . . ......
## SMYD2 . 1 . . . . . ......
## CENPF . . . . . . . ......
## KCTD3 . . . . . . . ......
## GPATCH2 . . . . . . . ......
## RRP15 . . . . . . . ......
## LYPLAL1 . . . . . . . ......
## EPRS . . . 1 1 . 1 ......
## BPNT1 . . . . . . . ......
## IARS2 . . . . 1 . . ......
## RAB3GAP2 . . . . . . . ......
## C1orf115 . . . . . . . ......
## MARC2 . . . . . . . ......
## MARC1 . . . . . . . ......
## HLX . . . . . . . ......
## DUSP10 . . . . . . . ......
## TAF1A . . . . . . . ......
## RP11-378J18.3 . . . . . . . ......
## MIA3 . . . . . 2 . ......
## AIDA . . . . . . . ......
## BROX . . . . . . . ......
## FAM177B . . . . . . . ......
## RP11-452F19.3 . . . 1 . . . ......
## DISP1 . . . . . . . ......
## TLR5 . . . . . . . ......
## SUSD4 . . . . . . . ......
## CAPN8 . . . . . . . ......
## CAPN2 . . . 1 . . . ......
## TP53BP2 . . . . . . . ......
## RP11-504P24.8 . . . . . . . ......
## RP11-504P24.6 . . . . . . . ......
## FBXO28 . . . . . . . ......
## DEGS1 . . . . . . . ......
## NVL . . . 1 . . . ......
## CNIH4 . . . . 1 . . ......
## WDR26 . . . . . . 1 ......
## CNIH3 . . . . . . . ......
## LBR . . . . 1 . 1 ......
## ENAH . . . . . . . ......
## SRP9 . . . 1 1 . 1 ......
## EPHX1 . . . . . . . ......
## RP11-285F7.2 . . . . . . . ......
## TMEM63A 1 . . . 2 . . ......
## PYCR2 . . . . . . . ......
## SDE2 . . . . . . . ......
## H3F3A 2 . . . . 1 2 ......
## ACBD3 1 . . . . . . ......
## LIN9 . . . . . . . ......
## PARP1 . . . . . . . ......
## ITPKB . . . . . . . ......
## ITPKB-AS1 . . . . . . . ......
## PSEN2 . . . . . . . ......
## ADCK3 . 1 . . . . . ......
## ZNF678 . . . . . . . ......
## SNAP47 . . . . . . . ......
## JMJD4 . . . . . . . ......
## ARF1 1 . . . . 2 1 ......
## C1orf35 . . . 1 1 . . ......
## MRPL55 . . 1 . 2 . . ......
## GUK1 1 1 1 2 . 2 2 ......
## IBA57 . . . . . . . ......
## C1orf145 . . . . . . . ......
## OBSCN . . . . . . . ......
## TRIM11 . . . . . . . ......
## HIST3H2A . . . . . . . ......
## RNF187 . . 1 1 . . . ......
## RHOU . . . . . . . ......
## RAB4A . 1 . . . . . ......
## RP4-803J11.2 . . . . . . . ......
## CCSAP . . . . . . . ......
## NUP133 . . . . . . . ......
## ABCB10 . . . . . . . ......
## TAF5L . . . . . . . ......
## URB2 . . . . . . . ......
## RP11-552D4.1 . . . . . . . ......
## GALNT2 . . . . . . 1 ......
## COG2 . . 1 . . . . ......
## C1orf198 . . . . . . . ......
## TTC13 . . . . . . . ......
## ARV1 . . . . . . . ......
## FAM89A . . . . . . . ......
## C1orf131 . . . . . . . ......
## GNPAT 1 . . . . 1 . ......
## EXOC8 . . . . . . . ......
## SPRTN . . . . . . . ......
## EGLN1 . . . . . . . ......
## RP11-295G20.2 . . . . . . . ......
## TSNAX . . . . . . . ......
## DISC1 . . . . . . . ......
## SIPA1L2 . . . . . . . ......
## MAP10 . . . . . . . ......
## NTPCR . . . . . . . ......
## PCNXL2 . . . . . . . ......
## SLC35F3 . . . . . . . ......
## RP5-827C21.4 . . . . . 1 . ......
## COA6 . . . . . 28 . ......
## TARBP1 . . . . . . . ......
## IRF2BP2 . . . . . . . ......
## RP4-781K5.2 . . . . . . . ......
## RP11-443B7.1 . . . . . . . ......
## RP11-443B7.3 . . . . . . . ......
## TOMM20 1 . . . 2 1 3 ......
## RBM34 . . . . . 1 . ......
## ARID4B . . . . 1 . . ......
## GGPS1 . . . . . . . ......
## TBCE . . . . . . . ......
## B3GALNT2 . . . . . . . ......
## LYST . . . 1 . . 1 ......
## NID1 . . . . . . . ......
## GPR137B . . . . . . . ......
## ERO1LB . . . . . . . ......
## EDARADD . . . . . . . ......
## LGALS8 . . . . . . . ......
## LGALS8-AS1 . . . . . . . ......
## RP11-385F5.5 . . . . . . . ......
## HEATR1 . . . . . . . ......
## MTR . . . . . . . ......
## GREM2 . . . . . . . ......
## FH . . . . . . . ......
## KMO . . . . . . . ......
## OPN3 . . . . . . . ......
## CHML . . . . . . . ......
## RP11-261C10.3 . . . . . . . ......
## CEP170 . . . . . . . ......
## SDCCAG8 . . . . . . . ......
## AKT3 . . . . . . . ......
## ZBTB18 . . . . . . . ......
## ADSS . . . . . 1 . ......
## C1orf101 . . . . . . . ......
## DESI2 . . . . . . . ......
## COX20 . . . . . 4 . ......
## HNRNPU-AS1 . . . . . . . ......
## HNRNPU 1 . . . . . . ......
## RP11-11N7.4 . . . . . . . ......
## RP11-156E8.1 . . . . . . . ......
## EFCAB2 . . . . . . . ......
## SMYD3 . . . . . . . ......
## TFB2M . . . . . . . ......
## CNST . . . . . . . ......
## SCCPDH . . . . 1 . . ......
## AHCTF1 . . . . 1 . . ......
## ZNF670 . . . . . . . ......
## ZNF669 . . . . . . . ......
## ZNF124 . . . . 1 . . ......
## RP11-488L18.10 . . . . . . . ......
## RP11-488L18.8 . . . . . . . ......
## ZNF496 . . . . . . . ......
## NLRP3 . . . . . . . ......
## TRIM58 . . . . . . . ......
## SH3BP5L . . . . . . . ......
## ZNF672 . . . . . . . ......
## ZNF692 . . . . . . . ......
## PGBD2 . . . . . . . ......
## SH3YL1 . . . . 1 . . ......
## ACP1 . . 1 . . . . ......
## TMEM18 . . . . . . . ......
## AC116614.1 . . . . . . . ......
## TPO . . . . . . . ......
## TSSC1 . . . . . . . ......
## TRAPPC12 . . . . . . . ......
## TRAPPC12-AS1 . . . . . . . ......
## ADI1 . . . . 1 . . ......
## AC142528.1 . . . . . . . ......
## AC108488.4 . . . . . . . ......
## RNASEH1 . . . . . 1 1 ......
## RNASEH1-AS1 . . . . . . . ......
## RPS7 13 11 12 14 9 15 11 ......
## CMPK2 . . . . . . . ......
## RSAD2 . . . . . 1 . ......
## RNF144A . . . . . . 1 ......
## AC092580.4 . . 1 . . . . ......
## LINC00299 . . . . . . . ......
## AC011747.4 . . . . . . . ......
## ID2 . . . 3 . . . ......
## KIDINS220 . . . . . . . ......
## MBOAT2 . . . . . . . ......
## ASAP2 . . . . . . . ......
## ITGB1BP1 . . 1 1 . . . ......
## CPSF3 . . . . . . . ......
## IAH1 1 . . 1 . . 1 ......
## ADAM17 . . . . . . . ......
## RP11-214N9.1 . . . . . . . ......
## YWHAQ . . 1 2 . . 2 ......
## TAF1B . . . . . 1 . ......
## RP11-95D17.1 . . . . . . . ......
## RP11-254F7.2 . . . . . . . ......
## KLF11 . . . . . . . ......
## RRM2 . . . . . . . ......
## HPCAL1 1 . . . . . . ......
## ODC1 . . . . . . . ......
## NOL10 1 . . . 1 . . ......
## RN7SL832P . . . . . . . ......
## ATP6V1C2 . . . . . . . ......
## RP11-791G15.2 . . . . . . . ......
## PDIA6 1 . . 2 . . 3 ......
## PQLC3 . . . 1 . . . ......
## ROCK2 . . . . . . . ......
## E2F6 . . . . . . . ......
## LPIN1 . . . . 1 . . ......
## TRIB2 . . . . . . . ......
## NBAS . . . . . . . ......
## DDX1 . . . . . . . ......
## FAM49A . . . 1 . . . ......
## SMC6 . . . . . . . ......
## GEN1 . . . . . . . ......
## RP11-111J6.2 . . . . . . . ......
## RDH14 . . . . . . . ......
## LINC00954 . . . . . . . ......
## TTC32 . . . 1 . . . ......
## WDR35 . . . . . . . ......
## LAPTM4A . . . 1 . . 2 ......
## PUM2 . . . . 1 . . ......
## RHOB 1 . . . . . 1 ......
## HS1BP3 . . . . . . . ......
## C2orf43 . . . . . 1 . ......
## KLHL29 . . . . . . . ......
## ATAD2B . . . . . . . ......
## UBXN2A . . . . 1 . . ......
## MFSD2B . . . . . . . ......
## C2orf44 . . . . . . . ......
## FKBP1B . . . . . . . ......
## SF3B14 . . . . . . . ......
## FAM228B . . . . . . . ......
## TP53I3 . . . . . . . ......
## FAM228A . . . . . . . ......
## ITSN2 . . . . . . . ......
## NCOA1 . . . . . . . ......
## PTRHD1 . . . . . . . ......
## CENPO . . . . . . . ......
## ADCY3 . . . . . . . ......
## DNAJC27 . . . . . . . ......
## DNAJC27-AS1 . . . . . . . ......
## POMC . . . . . 1 . ......
## DNMT3A . . . . . . . ......
## AC012074.2 . . . . . . . ......
## DTNB . . . . . . . ......
## AC104699.1 . . . . . . . ......
## ASXL2 . . . . . . 1 ......
## KIF3C . . . . . . . ......
## AC013449.1 . . . . . . . ......
## RAB10 . . . . . . 2 ......
## GAREML . . . . . . . ......
## HADHA . . . 1 . . . ......
## HADHB . . . . . . . ......
## EPT1 . . . . . . . ......
## OTOF . . . . . . . ......
## SLC35F6 . . . . . . . ......
## CENPA . . . . . . . ......
## MAPRE3 . . . . . . . ......
## TMEM214 . . . . . . . ......
## AGBL5 . . . . . . 1 ......
## OST4 2 . . . . 3 1 ......
## KHK . . . . . . . ......
## ABHD1 . . . . . . . ......
## PREB . . . . . . . ......
## SLC5A6 . . . . . . . ......
## ATRAID . . . 2 . 1 2 ......
## CAD . . . . . . . ......
## TRIM54 . . . . . . . ......
## MPV17 . . 1 . . . . ......
## GTF3C2 . . . . . . . ......
## AC074117.10 . . . . . . . ......
## EIF2B4 . . . . . . . ......
## SNX17 . . . . . . . ......
## ZNF513 . . . . . . . ......
## PPM1G . . . . . . 1 ......
## NRBP1 . . . . . . . ......
## KRTCAP3 . . . . . . . ......
## IFT172 . . . . . . . ......
## ZNF512 . . . . . . . ......
## CCDC121 . . . . . . . ......
## GPN1 . . . . . 1 . ......
## SUPT7L . . . . . . . ......
## SLC4A1AP . . . . . . . ......
## MRPL33 . . . . . 1 . ......
## RBKS . . . . . . . ......
## BRE . . . . . . . ......
## FOSL2 . . . . . . . ......
## PLB1 . . . . . . . ......
## PPP1CB . . . . . . . ......
##
## ..............................
## ........suppressing 2668 columns and 10590 rows in show(); maybe adjust 'options(max.print= *, width = *)'
## ..............................
##
## HMHA1 . 2 1 . . . 1 1 . . . . . . . . . . 1 . 2 . . 1
## POLR2E . . . 1 . . . . 1 . . . . . . . . . . 1 1 . . .
## GPX4 . 1 2 1 . 1 1 . . 1 . 1 1 1 1 . 3 . 3 1 2 1 2 .
## SBNO2 . . . . . . . . . . . . . . . . . . . . . . . .
## STK11 . . . . . . . . . . . . . . . . . . . . . . . .
## ATP5D 1 1 1 1 . . 1 2 . . 1 1 . 1 . . . . 4 . 1 . 1 .
## MIDN . . . . . . . . . . . . . 1 . . . . . . . . 3 .
## CIRBP 1 1 2 . 2 . 1 2 1 . 3 5 2 . 2 . . . 2 1 4 1 . 2
## C19orf24 1 . . . . . 1 . . . . . 1 1 . . . . . 1 1 . . .
## MUM1 . . . . . . . . . . . . . . . . . . . . . . . .
## NDUFS7 . 2 . 1 . 1 . . . 1 . . 1 . . . . . 2 . . . 2 .
## GAMT . . . . . . . 1 . . . . . . . . . . . . . . . .
## DAZAP1 . . . . . . . . 1 . . . . . 1 . . . . . . . 1 .
## RPS15 22 19 15 9 1 11 11 13 2 3 18 12 19 7 4 2 8 2 34 17 41 7 16 6
## AC027307.3 . . . . . . . . . . . . . . . . . . . . . . . .
## C19orf25 . . . . . 1 . . . . 1 . . . . . . . 1 . . . . .
## PCSK4 . . . . . . . . . . . . . . . . . . . . . . . .
## REEP6 . . . . . . . . . . . . . . . . . . . . . . . .
## ADAMTSL5 . . . . . . . . . . . . . . . . . . . . . . . .
## MBD3 . . . . . . . . . . . . . . . . . . 1 . . . . .
## UQCR11.1 . 1 4 2 2 1 1 . . 2 2 . . 1 . 1 . . 1 1 2 1 . .
## TCF3 . . . . . . . 1 . . . . . . . . . . . . . . . .
## ATP8B3 . . . . . . . . . . . . . . . . . . . . . . . .
## REXO1 . . . . . . . . . . . . . . . . . . . . . . . .
## KLF16 . . . . . . . . . . . . . . . . . . . . . . . .
## CTB-31O20.2 . . . . . . 1 . . . . . . . . . . . . . . . . .
## ABHD17A . . . . . . . . . . . . . . . . . . . . . . . .
## SCAMP4 . 1 . . . . . . . . . . 1 . . . . . . . . . . .
## ADAT3 . . . . . . . . . . . . . . . . . . . . . . . .
## CSNK1G2 . . . . . . . . . . . . . . . . . . . . . . . .
## BTBD2 . . . . . . . . . . . . . . . . . . . . . . . .
## AC005306.3 . . . . . . . . . . . . . . . . . . . . . . . .
## MKNK2 . . 1 . . . . . . . 1 . . 1 . . . . 2 . . . . .
## MOB3A . . . . . . . . . . . . . . . . . . 2 . . . . .
## IZUMO4 1 . . . . . . . . . . . . . . . . . . . . . . .
## AP3D1 . . . . . . . . . . . . . . . . . . . . . . . .
## DOT1L . . . . . . . . . . . . . . . . . . . . . . . .
## PLEKHJ1 . . 1 . . . . . . . . . 1 . . . . . . . . . . .
## SF3A2 . . . . . . . . 1 . . . . . . . . . . . . . . .
## JSRP1 . . . . . . . . . . . . . . . . . . . . . . . .
## OAZ1 5 9 4 13 2 2 4 3 1 3 10 1 8 8 1 2 4 3 30 1 4 5 3 2
## C19orf35 . . . . . . . . . . . . . . . . . . . . . . . .
## LINGO3 . . . . . . . . . . . . . . . . . . . . . . . .
## LSM7 . . 3 1 . 1 . . . . 1 1 1 . . . . 1 8 1 7 . 1 .
## TIMM13 . 1 . . . 6 . . . . . . . . . . . 1 2 . 1 . . .
## LMNB2 . . . . . . . . . . . . . . . . . . . . . . . .
## GADD45B 1 . 2 . . . . . . . 1 . . . . . . . 2 1 . . . .
## GNG7 . . . . . . . . . . 2 . . . . . . . . . . 1 . .
## DIRAS1 . . . . . . . . . . . . . . . . . . . . . . . .
## SLC39A3 . . . . . . . 1 . . . . . . . . . . . . . . 1 .
## SGTA . . . . . . . . . . . . . . . . . . . . . . . .
## THOP1 . . . . . . . . . . . . . . . . . . 1 . . . . .
## ZNF554 . . . . . . . . . . . . . . . . . 1 . . . . . .
## ZNF555 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF57 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF77 . . . . . . . . . . . . . . . . . . . . . . . .
## TLE2 . . 1 . . . . . . . . . 1 . . . . . . . . . . .
## AC005944.2 . . . . . . . . . . . . . . . . . . . . . . . .
## AES . 2 1 . 1 2 1 1 . . 1 . . . . 1 . . . 2 1 . . 1
## GNA11 . . . . . . . . . . . . . . . . . . . . . . . .
## GNA15 . . . 2 . . . . . . . . . . . . . . 1 . . . . .
## S1PR4 . . 1 1 . 1 3 1 . . . . . . . . . 1 . 1 . . . .
## NCLN . . . . . . . . . . . . . . . . . . . . . . . .
## NFIC . . . . . . . . . . . . . . . . . . . . . . . .
## C19orf77 . . . . . . . . . . . . . . . . . . . . . . . .
## DOHH . . . . . . . . . . . . . . . . . . . . . . . .
## FZR1 . . . . . . . . . 1 . . . . . . . . . . . . . .
## MFSD12 . . . . . . . . . . . . . 1 . . . . . . . . . .
## HMG20B . . . . . . . . . . . . . 1 . . . . . . . . 1 .
## TBXA2R . . . . . . . . . . . . . . . . . . . . . . . .
## CACTIN . . . . . . . . . . . . . . . . . . . . . . . .
## PIP5K1C . . . . . . . . . . . . . . . . . . . . . . . .
## TJP3 . . . . . . . . . . . . . . . . . . . . . . . .
## APBA3 . . . . . . . . . . . . . . . . . . . . . . . .
## MRPL54 . . . . . . . 1 . 1 2 . 1 1 . . . . . . . . . .
## MATK . . . . . . 1 1 . . . . . . . . . . 1 . . . . .
## ZFR2 . . . . . . . . . . . . . . . . . . . . . . . .
## DAPK3 . . . . . . . . . . . . . . . . . . . . . . . .
## EEF2 1 6 1 1 1 1 1 4 1 . 3 1 1 2 . 1 2 2 1 2 5 1 . 2
## PIAS4 1 . . . . . . . . . . . . . . . . . . . . . . .
## AC016586.1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZBTB7A . . 1 1 . . . . 1 . . . . . . . . . . . . . . .
## MAP2K2 . 2 1 . . . . . . . . . . . . . . . . . . . . .
## SIRT6 . . . . . 1 . . . . . . . 1 . . . . . . . . . .
## EBI3 . 1 . . . . . . . . . . . . . . . . . . 1 . 1 .
## CCDC94 . . . . . . . . . . . . . 2 . . . . . . . . . .
## TMIGD2 . . . . . . . . . . . . . . . . . . . . . . . .
## FSD1 . . . . . . . . . . . . . . . . . . . . . . . .
## STAP2 . . . . . . . . . . . . . . . . . . . . . . . .
## MPND . . . . . . . . . . . . . . . . . . . . . . . .
## SH3GL1 . . . . . . . . . . . . . . . . . . . . . . . .
## CHAF1A . . . . . . . 1 . . . . . . . . . . . . . . . .
## UBXN6 . 1 . . . . . . . . . 1 . 1 . . . . . . . . . .
## HDGFRP2 . . . . . . . . . . . . . . . . . . . . . . . .
## PLIN5 . . . . . . . . . . . . . . . . . . . . . . . .
## LRG1 . . . . . . . . . . . . . . . . . . . . . . . .
## SEMA6B . . . . . . . . . . . . . . . . . . . . . . . .
## TNFAIP8L1 . . . . . . . . . . . . . . . . 1 . . . . . . .
## C19orf10 1 1 . 1 1 . 1 . . . . . . 1 . . 1 1 . 1 . . 1 .
## DPP9 . . . . . . . . . . . . . . . . . . . . . . . .
## FEM1A . . . . . . . . . . . . . . . . . . . 1 . . . .
## AC005523.2 . . . . . . . . . . . . . . . . . . . . . . . .
## TICAM1 . . . . . . . . . . . . . . . . . . . 1 . . . .
## CTC-518P12.6 . . . . . . . . . . . . . . . . . . . . . . . .
## PLIN3 . . . . . . . 1 . . . . . . . . . . . . . . . .
## ARRDC5 . . . . . . . . . . . . . . . . . . . . . . . .
## KDM4B . . . . . . . . . . . . . . . . . . . . . . . .
## SAFB2 . . . . . . . . . . 1 . . . . . . . . 1 . . 2 .
## SAFB . . 1 . . . . . . . . . . . . . . . . 1 . . . .
## RPL36 8 8 6 6 1 8 3 1 . 3 12 11 4 4 . 1 2 . 8 8 12 6 8 3
## C19orf70 1 . . 2 . . . . . . . . . . . . . . . . . . 1 .
## HSD11B1L . . . . . . . . . . . . . . . . . . . . . . . .
## LONP1 . . . . . . . . . . . . . . . . . . . . . . . .
## PRR22 . . . . . . . . . . . . . . . . . . . . . . . .
## DUS3L . . . . . . 1 . . . . . . . . . . . . . . . . .
## AC024592.12 . . . . . . . . . . . . . . . . . . . . . . . .
## NDUFA11 1 1 . 1 . 1 . 1 . . . 1 . 2 . 5 . . 2 . 4 . . .
## VMAC . . . . . . . . . . . . . . . . . . . . . . . .
## AC104532.4 . . . . . . . . . . . . . . . . . . . . . . . .
## CAPS . 1 . . . . . . . . . . . . . . . . 1 . . . . .
## RANBP3 . . . . . . . . . . . . . . . . . . . . . . . .
## RFX2 . . . . . . . . . . . . . . . . . . . . . . 1 .
## CTC-503J8.6 . . . . . . . . . . . . . . . . . . . . . . . .
## CLPP . . 1 . . . . . 1 . . 1 . . . . . . . . . . . .
## ALKBH7 1 . 1 1 . 2 . . . . . 1 . . . . 1 . 1 1 . . . .
## PSPN . . . . . . . . . . . . . . . . . . . . . . . .
## GTF2F1 . . . . . . . . . . . 1 . . . . . . . . . . . .
## KHSRP . . . . . . . . . . . . . . . . . . . . . . . .
## SLC25A23 . . . . . . . . . . . . . . . . . . . . . . . .
## CRB3 . . . . . . . . . . . . . . . . . . . . . . . .
## DENND1C . . . . . . . . . . . . . . . . . . . 1 . . . .
## TUBB4A . . . . . . . . . . . . . . . . . . . . . . . .
## CD70 . . . . . . . . . . . . . . . . . . . . . . . .
## TNFSF14 . . . . . . . . . . . . . . . . . . . . . . . .
## C3 . . . . . . . . . . . . . . . . . . . . . . . .
## GPR108 . . . . . . . . . . . . . . . . . . . . . . . .
## TRIP10 . . . . . . . . . . . . . . . . . . . . . . . .
## SH2D3A . . . . . . . . . . . . . . 1 . . . . . 1 . . .
## VAV1 . . . . . . . . . . . . . . . . . . 1 . . . . .
## EMR1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF557 . . . . . . . . . . . . . . . . . . . . . . . .
## INSR . . . . . . . . . . . . . . . . . . . . . . . .
## CTB-133G6.1 . . . . . . . . . . . . . . . . . . . . . . . .
## CTB-133G6.2 . . . . . . . . . . . . . . . . . . . . . . . .
## ARHGEF18 . . . . . . . . . . . . 1 . . . . . . . . . . .
## PEX11G . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF358 . . . . . . . . . . . . . . . . . . . . . . . .
## MCOLN1 . . . . . . . . . . . . . . . . . . 1 . . . . .
## PNPLA6 . . . . . . . . . . . . . 1 . . . . . . . . . .
## XAB2 . . . . . 1 . . . . . . . . . . . . . . . . . .
## PET100 . . . . . . . . . . . 1 . . . . . . . . . 1 . .
## CTD-3214H19.4 . . . . . . . . . . . . . . . . . . . . . . . .
## PCP2 . . . . . . . . . . . . . . . . . . . . . . . .
## STXBP2 . . . 1 . . . 1 1 1 . . . . . . . . 3 . . . . .
## RETN . . . . . . . . . . . . . . . . . . 1 . . . . .
## C19orf59 . . . . . . . . . . . . . 1 . . 1 . . . . . . .
## TRAPPC5 . . . . . . . . . . . . . . . . . . . . . . . .
## FCER2 . . . . . . . . . . . . . 1 . . . . . . . . . .
## CLEC4G . . . . . . . . . . . . . . . . . . . . . . . .
## EVI5L . . . . . . . . . . . . . . . . . . . . . . . .
## MAP2K7 . . . . . . . . . . . . . . . . . . . . . . . .
## TGFBR3L . . . . . . . . . . . . . . . . . . . . . . . .
## SNAPC2 . 1 . . . . . . . . . . . . . . . . 1 . . . . .
## TIMM44 . . . . . . . . . . . . . . . . . . . . . . . .
## ELAVL1 . . . . . . . . . . . . . . . . . . . . 1 . . .
## CTD-2325M2.1 . . . . . . . . . . . . . . . . . . . . . . . .
## CERS4 . . . . . . . . . . . . . . . . . . . . . . . .
## CD320 . . . . . . . . . . . . . . . . . . . . . . . .
## NDUFA7.1 . . . . . . . . . . . 1 . . . . . . . . . . . 1
## RPS28 4 12 5 5 . 5 4 4 1 2 13 9 4 7 1 3 5 1 8 9 13 2 3 4
## KANK3 . . . . . . . . . . . . . . . . . . . . . . . .
## RAB11B-AS1 . . . . . . . . . . . . . . . . . . . . . . . .
## RAB11B . . . . . . . . . . . 1 . . . . . . . . . . . .
## MARCH2 . 1 . . . . . . . 1 . . . . . . . . 1 . . . . .
## HNRNPM . . . 1 . . . 2 1 1 . 1 2 . . . . . 1 2 1 . 1 .
## PRAM1 . . . . . . . . . . . . . 1 . . . . . . . . . .
## ZNF414 . . . . . . . . . . . . . . . . . . . . . . . .
## MYO1F 1 1 . . . 3 . 1 . . 1 . . . 1 . . . 1 1 . . . .
## ADAMTS10 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF558 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF317 . 1 . . . . 1 . . . . . . . . . . . . . . . . .
## ZNF699 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF559 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF266 . . . 1 . . . . . . . . . . . . . . . . . . . .
## ZNF426 . . . . . . . . . . . . . . . 1 . . . . . . . .
## ZNF121 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF561 . . 1 . . . . . . . . . . . . . . . . . . . . .
## C19orf82 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF562 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF846 . . . . . . . . . . . . . . . . . . 1 . . . . .
## FBXL12 . . . . . . . . . . . . . . . . . . . . . . . .
## UBL5 1 . . 2 . . 1 . 1 1 . . 1 2 . . . 2 . 1 2 . . .
## CTD-2623N2.11 . . . . . . . . . . . . . . . . . . . . . . . .
## PIN1 . 1 2 . . . . . . 1 1 . 1 . . . . . . . . . 1 .
## OLFM2 . . 1 . . . . . . . . . . . . . . . . . . . . .
## C19orf66 1 . . . . . . . 1 . . . . . . . . 2 . 1 . . 1 .
## ANGPTL6 . . . . . . . . . . . . . . . . . . . . . . . .
## PPAN . . . . . . . . . . . . . . . . . . . . . . . .
## P2RY11 . . 1 . . . . . . . . . . . . . . . . . . . . .
## EIF3G 1 3 . 1 1 . 1 1 1 1 2 3 1 1 . . . . . 1 3 1 . 1
## DNMT1 . . . . . . . . . . . . . . . . . . . . 1 . . .
## CTD-2369P2.2 . . . . . . . . . . . . . . . . . . . . . . . .
## MRPL4 . 1 . . . . . . 1 . 2 . 1 . . . . . . . . . . .
## ICAM1 . . . . . . . . . . . . . . . . . . . . . . . .
## ICAM4 . . . . . . . . . . . . . . . . . . . . . . . .
## ZGLP1 . . . . . . . . . . . . . . . . . . . . . . . .
## FDX1L . . . . . . . . . . . . . . . . . . . . . . . .
## RAVER1 . . . . . . . . . . . . . . . . . . . . . . . .
## ICAM3 . 1 . . . . . . . . . . 2 1 . 1 . . 2 . . . 1 .
## TYK2 . . . . . . . . . . . . . . . . . . . . . . . .
## CDC37 . . 2 . . . . . . . . . . . . . . . . . 1 . . .
## PDE4A . . . . . . . . . . . . . . . . . . . . . . . .
## KEAP1 . . . . . . . . . . . . . . . . . . 1 . . . . .
## S1PR5 . . . . . . . 1 . . . . . . . . . . . . . . . .
## ATG4D . 1 . . . . . . . . . . . . 1 . . . . . . . . .
## KRI1 . . . . . . . . . . 1 . . . . . . . . . . . . .
## CDKN2D . . . . . . . . . 1 . . . . . . . . . . . . . .
## SLC44A2 . . . 1 . 1 . . . 1 1 . . . . . . . . . 1 . . .
## ILF3-AS1 . . . . . . . . . . . 1 . . . . . 1 . 2 1 . . .
## ILF3 2 . . . . . . . . . . . . . . . . . . 1 . . . .
## QTRT1 . . . . . . . . . . . . . . . . . . 1 . . . . .
## DNM2 . . . . . . . . . . . . . . . . . . . . 1 . . .
## TMED1 . . . . . . . . . . . . . . . . . . . . . . . .
## C19orf38 . . . 1 . . . . . 1 . . . 1 . . . . 1 . . . 1 .
## CARM1 . 1 . . . . . . . . . . . . . . . . . . . . . .
## YIPF2 . . . . . . . . . . . . . . . . . . . . . . . .
## C19orf52 1 . . . . . . . . . . 1 . . . . . . . . . . . .
## SMARCA4 . . . . . . . . . . . . . . . . . . . . . . . .
## LDLR . . . . 1 . . . . . . . . . . . . . . . . . . .
## RAB3D . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM205 1 . . . . . . . . . . . . 1 . . 2 . 2 . . . . .
## CCDC159 . 1 . . . . . . . . . . . . . . . . . . . . . .
## DKFZP761J1410 . . . 1 . . . . . . . . . . . . . . . . . . . .
## SWSAP1 . . . . . . . . . . . . . . . . . . . . . . . .
## EPOR . . . . . . . . . . . . . . . . . . . . . . . .
## CCDC151 . . . . . . . . . . . . . . . . . . . . . . . .
## PRKCSH . . 1 . . . . . . . . . . . . . . . . 1 . . . .
## ZNF653 . . . . . . . . . . . . . . . . . . . . . . . .
## ECSIT . . . . . . . . 1 . 1 . . 2 . . . . . . . . . .
## ELOF1 . . . . . . . . . . . . . . . . . . 1 . . . 1 .
## ZNF627 . . . . . . . . . . . . . . . . . . . . . . . .
## ACP5 . . . . . . . . . . 1 . . . . . . . 1 . . . . .
## ZNF823 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF441 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF440 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF439 . . . . . . . . . . . . . . . . . . . . . . 1 .
## ZNF69 . . . . . . . . . . . . . . . . . . . . . 1 . .
## ZNF700 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF763 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF433 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF844 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF625 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF136 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-2666L21.1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF44 . . . . . . . . . . . . . . 1 . . . . . . . . .
## ZNF563 . . . . . . . . . . . . . . . . . . . 1 . . . .
## ZNF442 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF799 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF443 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF709 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF564 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF490 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF791 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-2192J16.22 . . . . . . . . . . . . . . . . . . . . . . . .
## MAN2B1 . . . . . . . . . . . . . . . . . . . . . . . .
## WDR83 . . . . . . . . . . . . . . . . . . . . . . 1 .
## WDR83OS . . 1 . . . 1 . . . . 1 . . . . . . 1 . . . 1 .
## DHPS . . . . . . . . . . . . . 1 . . 1 . . . . . . .
## FBXW9 . . . . . . . . . . . . . . . . . . . . . . . .
## TNPO2 . . . . . . . . . . . . . . . . . . . . . . . .
## C19orf43 3 1 1 2 1 1 1 . . . 3 1 2 2 2 . 2 . 3 . 2 . 1 .
## ASNA1 . . 1 . . . . . . . . . 1 . . . . . 4 . . . . .
## HOOK2 . . . . . . . . . . . . . . . . . . . . 1 . 1 .
## CTD-2659N19.9 . . . . . . . . . . . . . . . . . . . . . . . .
## JUNB 10 2 33 7 1 2 2 3 3 5 4 14 20 3 1 . 3 7 11 8 28 1 8 1
## PRDX2 . . 1 1 . . . 1 . . . . . . 1 . . . . 1 . . . .
## RNASEH2A . . . . . . . . . . 1 . . . . . . . . . . . . .
## DNASE2 . 1 . . . . . . . . . . . . . . . . . . . . . .
## GCDH . . . . . . . . . . 1 . 1 . . . . . . . . . . .
## FARSA . . . . . . . . . . . . . . . . . . . . . . . .
## CALR . . 1 1 . . 2 . 1 . 1 . 2 . 1 . . . . 2 . . . 1
## CTC-425F1.4 . . . . . . . . . . . . . . . . . . . . . . . .
## RAD23A . 1 . . . . . . . . . . . . . . 2 . . . . 1 . .
## GADD45GIP1 . 1 . . . 1 . . 1 . . . . . . . . . 4 . 1 . 2 .
## NFIX . . . . . . . . . . . . . . . . . . . . . . . .
## LYL1 . . . 1 . . . . . . . . . . . . . . . . . . . .
## TRMT1 . . . . . . . . . . . . . . . . . . . . . . . .
## NACC1 . . . . . . . . . . . . . . . . . . . . . . . .
## STX10 . . . . . . . . . . . . . . . . . . . . . . . 1
## IER2 19 . 7 . 16 1 . 2 1 1 3 . 1 1 1 . 1 . 5 4 3 . 5 3
## CTC-250I14.6 . . . . . . 1 . . 1 . . . . . . . . . . . . . .
## CACNA1A . 1 . . . . . . . . . . . . . . . . . . . . . .
## CCDC130 . 1 1 . . . . . . . . . . . . . . . . 1 . . . .
## MRI1 . . . . . . . . . . . . . . . . . . . . . . . .
## C19orf53 4 . . 2 . . . 1 . . . 1 . . . . . . . 2 2 . 1 1
## ZSWIM4 . . . . . . . . . . . . . . . . . . . . . . . .
## MIR24-2 . . 1 1 . . . . . 1 . . . 3 . . . . . . . . . .
## CC2D1A . . 1 . . . . . . . . . . . . . . . . . . . . .
## DCAF15 . . . . . . . . . . . . . . . . . . . . . . . .
## RFX1 1 . . . . . 1 . . . . . . . . . . . . . . . . .
## CTB-55O6.4 . . . . . . . . . . . . . . . . . . . . . . . .
## IL27RA . . . . . . . . . . . . . . . . . . . . . . . .
## hsa-mir-1199 . . . . . . . . . . . . . . . . . . . . . . . .
## SAMD1 . . . . . . . . . . . . . . . . . . . . . . . .
## PRKACA . . . . . . . . . . . . . . . . . . . . . . . .
## ASF1B . . . . . . . . . . . . . . . . . . . . . . . .
## CTB-55O6.12 . . . . . . . . . . . . . . . . . . . . . . . .
## LPHN1 . . . . . . . . . . . . . . . . . . . . . . . .
## CD97 . 1 . . . 1 . 1 . 2 . . . . . . . . . 1 1 . . .
## DDX39A . . 5 . . 1 . . . . . . 1 . . . . . 1 . 1 . 1 .
## PKN1 . . 1 . 1 . . . . . . . . . . . . . . . . . . .
## GIPC1 . . . . . . . . . . . . . . . . . . . . . . . .
## DNAJB1 . . 4 . . . . . . . . . 2 1 . . . 1 . 4 1 . . .
## TECR . 1 1 . . . . . . . . . . . 1 . . . . . . . 1 .
## NDUFB7 . . . 1 1 . 1 . . 1 1 . . 1 . . . . 2 . . . . 1
## CLEC17A . . . . . . . . . . . . . . . . . . . . . . 2 .
## EMR3 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF333 . . 1 . . . . . . . 1 . . . . . . . . . . . . .
## EMR2 . . . . . . . . . . . . . . . . . . . . . . . .
## ILVBL . . . . . . . . . . . . . . 1 . . . . . . . . .
## EPHX3 . . . . . . . . . . . . . . . . . . . . . . . .
## AC004257.3 . . . . . . . . . . . . . . . . . . . . . . . .
## BRD4 . . . . . . . . . . . . . . . . . . . . . . . .
## AKAP8 . . . . . . . . . . . . . . . . . . . . . . . .
## AKAP8L . . . . . . . . . . 1 . . . . . . . . 1 . . . .
## WIZ . . . . . . . . . . . . . . . . . . 1 . . . . .
## RASAL3 . . . . . . 1 . . . 1 . . . . . . 1 1 . . . . 1
## PGLYRP2 . . . 1 . . . . . . . . . . . . . . . . . . . .
## CYP4F22 . . . . . . . . . . . . . . . . . . . . . . . .
## TPM4 . . . 9 . . . . 1 . 1 . . . . . . . . . 1 . . .
## RAB8A . 1 1 1 . . . . . . . . . . . . . . . . . . . 1
## CTD-2231E14.8 . . . . . . . . . . . . . . . . . . . . . . . .
## HSH2D . . . 1 2 . . . . . 1 . . . . . . . . . . . . .
## FAM32A . . 1 . . . . . . . . . 1 1 . . . . . . . . . .
## AP1M1 . . . . 1 . . . . . . . . 1 . . . . . . . . . .
## CTD-2562J15.6 . . . . . . . . . . . . . . . . . . . . . . . .
## KLF2 5 1 9 4 . . . . . 1 . . 1 . . . . . 3 2 4 1 4 1
## EPS15L1 1 . . . . . . . . . . . . . . . . . . . . . . .
## C19orf44 . . . . . . . . . . . . . . . . . . . . . . . .
## CHERP . . . . . . . . . . . . . . . . . . . . 1 . . .
## SLC35E1 . . . . . . . . . . . . . . . . . . . . . . . .
## MED26 . . . . . . . . . . . . . . . . . . . . . . . .
## SMIM7 . . . . . . . . . . 1 . . . . . . . 1 . 1 1 . .
## TMEM38A . . . . . . . . . . . . . . . . . . . . . . . .
## SIN3B . . . . . . . . . . . . . . . . . . . . . . . .
## CPAMD8 . . . . . . . . . . . . . . . . . . . . . . . .
## HAUS8 . . . . . . . . . . . . . . . . . . . . . . . .
## MYO9B . . . 1 . . . 1 . . . . . . . . . . . . . . . .
## USE1 . . . 1 1 . 1 . . . . . . . . . . . 1 . . . . .
## OCEL1 . . . . . . . . . . 1 . . . . . . . . . . . . .
## NR2F6 . . . . . . . . . . . . . . . . . . . . . . . .
## BABAM1 . . . 1 . . . . . . . . . . . . . . . . . . . 2
## ANKLE1 . . . . . . . . . . . . . . . . . . . . . . . .
## ABHD8 . . . . . . 1 . . . . . . . . . . . . . . . . .
## MRPL34 . . . . . . . . 1 . . . . . 1 . . . 1 . 1 . . .
## DDA1 . . 1 1 . . . . . . . . 1 . . . 1 . . . . . . .
## GTPBP3 . . . . 1 . . . . . . . . . . . . . . . . . 1 .
## PLVAP . . . . . . . . . . . . . . . . . . . . . . . .
## BST2 . 1 . 1 1 . . . . . 1 . 1 3 1 . . . 3 . . . . .
## CTD-2521M24.9 . . . . . . . . . . . . . . . . . . . . . . . .
## MVB12A . . 1 . . . . . . . . . . . . . . . . . . . . .
## SLC27A1 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-3131K8.2 . . . . . . . . . . . . . . . . . . . . . . . .
## PGLS . . . . . . . . 1 . 2 1 . 2 . . . . 3 . . 1 . .
## FAM129C . . . . . . . . . . . . . . . . . . . . . . . .
## COLGALT1 . . . . . . . . . . . . . . . . . . 1 . . . . .
## MAP1S . . . . . 1 . . . . . . . . . . . . . . . . . .
## FCHO1 . . . . . . . . . . . . . . . . . . . . 1 . . .
## INSL3 . . . . . . . . . . . . . . . . . . . . . . . .
## JAK3 . . . . . . . . . . . . . . 1 . . . . . . . . 1
## RPL18A 18 40 8 16 4 5 11 14 5 3 45 15 15 21 9 7 6 10 23 23 45 12 28 15
## CCDC124 . . . . 1 . . . . . . . . . . . . 1 . . . . . .
## KCNN1 . . . . . . . . . . . . . . . . . . . . . . . .
## ARRDC2 . . . 1 . . . . . . . . . . . . . . . . . . 1 1
## IL12RB1 . . . . . . . . . . . . . . . . . . . . . . . .
## MAST3 . . . . . . . . . . . . . . . . . . . . . . . .
## PIK3R2 . . . . . . . . . . . . . . . . . . . . . . . .
## IFI30 . . . . . . . . . . . . . . . . . . 4 . 1 . . .
## MPV17L2 . . . . . . . . . . . . . . . . . . . . . 1 . .
## RAB3A . . . . . . . . . . . . . . . . . . . . . . . .
## PDE4C . . . 1 . . . . . . . . . . . . . . . . . . . .
## KIAA1683 . . . . . . . . . . . . . . . . . . . . . . . .
## JUND . . . . . . . . 1 . . . . . . 1 . . 2 . . . 2 .
## LSM4 . 1 . . . . . . . . 2 . . . . . . . . . 1 . . .
## PGPEP1 . . . . . . . . . . . 1 . . . . . . 1 . . . . .
## LRRC25 . . . 1 . . . . . . . . . . . . . . 2 . . . . .
## SSBP4 1 1 1 . . . . . . . . . 1 . . . . . . . 1 . . .
## ISYNA1 . . . . . . . . . . . . . . . . . . 1 . . . . .
## ELL . . . . . . . . . . 1 . . . . . . . . . . . . .
## FKBP8 . . 2 1 1 . . . 1 . . . . . . . 1 . . . 1 . . .
## KXD1 . . . . . . 1 . . . . . . 1 . . . . . . 1 . . .
## AC005253.2 . . . . . . . . . . . . . . . . . . . . . . . .
## AC005253.4 . . . . . . . . . . . . . . . . . . . . . . . .
## UBA52 5 18 10 8 1 5 2 7 2 2 14 8 9 16 15 3 4 2 12 4 13 4 9 2
## C19orf60 . . 1 1 . . . 1 . 1 . 1 . . . . . . 1 . . . . .
## KLHL26 . . . . . . . . . . . . . . . . . . . . . . . .
## CRTC1 . . . . . . . . . . . . . . . . . . . . . . . .
## UPF1 . . . . . . . . . . . . . . . . . . . . . . . .
## COPE 1 2 . 1 2 2 1 . . . 2 . . 1 1 . 2 . 3 1 2 . . 1
## DDX49 . . 1 1 . . . . . 1 . . . . . . . 1 . . . . . .
## HOMER3 . . . . . . . . . . . . . . . . . . . . . . . .
## AC005932.1 . . . . . . . . . . . . . 1 . . . . . . . . . .
## SUGP2 . 1 . 1 . . . . . . . . . . . . . . . . . . . .
## AC004447.2 . . . . . . . . . . . . . . . . . . . . . . . .
## ARMC6 . . . . . . . . . . . . . . . . . . . . . . . .
## SLC25A42 . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM161A . . . . . . . . . . . . . . . . . . . . . . . .
## MEF2BNB-MEF2B . . . . . . . . . . . . . . . . . . . . . . . .
## MEF2BNB . . . . . . . . . . . . . . . . . . 1 . . . . .
## RFXANK . 1 . . . . . . . . . 1 . . . . . . . . 1 . . .
## NR2C2AP 1 . . . . . . . . . . . . . . . . . . . . . . .
## SUGP1 . . . . 1 . . . . . . . . . . . . 1 . . . . . .
## MAU2 . . . . . . . . . . . . . . . . . . . . . . . .
## GATAD2A . . . . . . . . . . . . . . . . . . . . . . . .
## TSSK6 . . . . . . . . . . . . . . . . . . . . . . . .
## NDUFA13 1 . . 2 . . . . . 2 1 . 1 1 2 . . . 5 . 2 . 2 2
## PBX4 . . . . . . . . . . . . . . . . . . . . . . . .
## LPAR2 . . . . . . . . . . . . . . . . . . . . . . . .
## GMIP . . . . . . . . . . . . . . . . . . 1 . . . . 1
## ATP13A1 . . . . . . . . . . . . . . . . . . . 1 . . . .
## ZNF101 . . . . . . . . . . . . . . . . . . . 1 . . . .
## ZNF14 . . . . . . . . . . . . . . . . . . . . . . . .
## LINC00663 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF506 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF253 . . . 1 . . . . . . . . . . . . . . . . . . . .
## ZNF93 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF682 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF90 . . . . . . . . . . 1 . . . . . . . 1 . . . . .
## CTC-260E6.6 . . . . . . . . . . . . . . . . . . . . . . 1 .
## ZNF486 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF737 . . . . . 1 . . . . . . . . . . . . . . . . . .
## ZNF626 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF85 . . . . . . . . . . . 1 . . . . . . . . . . . .
## ZNF430 . . . . . . . . . . . . . . 1 . . . . . . . . .
## ZNF714 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF431 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF708 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF738 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF493 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF429 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF100 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF43 . . . . . . . 1 . . . . . . . . . . . . . . . .
## ZNF208 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF257 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF492 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF724P . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-15H20.7 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF91 . . . . . . . . . . . . . . . . . . . . 1 . . .
## ZNF675 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF681 . . . . . . . . . . . . . . . . . . . . . . . .
## RPSAP58 5 4 . 3 1 . . 2 2 . 2 3 2 . . . . 1 . . 6 1 3 1
## ZNF726 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-2017D11.1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF254 . . . . . . . . . . . . . . . . . . . . 1 . . .
## LINC00662 . . . . . . . 1 . . . . . . . . . . . . . . . .
## CTC-459F4.3 . . . . . . . . . . . . . . . . . . . . . . . .
## UQCRFS1 . . . 1 . . . . . . . . 1 . . . . . 2 . . . . .
## CTB-32O4.2 . . . . . . . . . . . . . . . . . . . . . . . .
## POP4 . . . . . . . . . . . . . 1 . . . . . . . . . .
## PLEKHF1 . . . . . . . . . . . . . . . . . . . . . . . .
## C19orf12 . . . . . . . . . . . . . . . . . . . . . . . .
## CCNE1 . . . . . . . . . . . . . . . . . . . . . . 1 .
## URI1 . . . . . . . . . . . . . . 1 . . . . . . . . .
## ZNF507 . . . . . . . . . . . . . . . . . . . . . . . .
## DPY19L3 . . . . . . . . . . . . . . . . . . . . . . . .
## PDCD5 . 1 1 . . 1 . . . . . . . . . . . 2 . . . . . .
## ANKRD27 1 . . . . . . . . . . . . . . . . . . . . . . .
## CTD-2538C1.2 . . . . . . . . . . . . . 1 . . . . . . . . . .
## NUDT19 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-2085J24.4 . . . . . . . . . . . . . . . . . . . . . . . .
## CEP89 . . . . . . . . . . . . . . . . . . . . . 1 . .
## C19orf40 . . . . . . . . . . . . . . . . . . . . . . . .
## GPATCH1 . . . . . . . . . . . . . . . . . . . . . . . .
## LRP3 . . . . . . . . . . . . . . . . . . . . . . . .
## CEBPA . . . . . . . . . . . . . . . . . . . . . . . .
## CEBPA-AS1 . . . . . . . . . . . . . . . . . . . . . . . .
## CEBPG . . . . . . . . . . . . . . . . . . . . . . . .
## PEPD . . . . . . . . . . 1 . . . . . 1 . 1 . 1 . . .
## KCTD15 . . . . . . . . . . . . . . . . . . . . . . . .
## LSM14A 1 . . . . . . . . . . . . . 1 . . 1 . . 1 . 1 .
## KIAA0355 . . . . . . . . . . . . . . . . . . . . . . . .
## GPI . 1 . . . . . . . . . . . . . 1 . . . 1 . . . .
## PDCD2L . . . . . . . . . . . . . . . . . . . . . . . .
## UBA2 . . . . 1 . . . . . . . . . . . . . . . . . . .
## SCGB1B2P . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF302 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF181 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF599 . . . . . . . . . . . . . . . . . . . . . . . .
## CTC-523E23.1 . . . . . . . . . . . . . . . . . . . . . . . .
## CTC-523E23.11 . . . . . . . . . . . . . . . . . . . 1 . . . .
## ZNF30 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF792 . . . . . . . . . . . . . . . . . . . . . . . .
## GRAMD1A . . . . . . 1 . . . . . 1 . . . . . . . . . . .
## SCN1B . . . . . . . . . . . . . . . . . . . . . . . .
## FXYD1 . . . . . . . . . . . . . . . . . . . 1 . . . .
## FXYD7 . . . . . . . . . . . . . . . . . . . . 2 . . .
## FXYD5 2 2 2 . 1 3 . 2 1 . 5 . 3 6 . . . 1 3 1 4 1 1 3
## LSR . . . . . 1 . . . . . . . . . . . . . 1 . . . .
## USF2 . . 1 . 1 . . . . . . . . . . . . . . . . 1 1 .
## CD22 . . . . . . . . . . 1 . . 1 . . . . . . . . . .
## FFAR3 . . . . . . . . . . . . . . . . . . . . . . . .
## GPR42 . . . . . . . . . . . . . . . . . . . . . . . .
## FFAR2 . . . . . . . . . . . . . . . . . . . . . . . .
## DMKN . . . . . . . . . . . . . . . . . . . . . . . .
## AD000090.2 . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM147 . 1 . 1 . . . . . . . . . . . . . . 2 . 1 . . .
## HAUS5 . . . . . . . . . . . . . . . . . . . . . 1 . .
## RBM42 1 . 1 . . . . . . . . . . . . . . . 1 . . . . .
## ETV2 . . . . . . . . . . . . . . . . . . . . . . . .
## COX6B1 1 2 1 1 1 . 1 . 1 1 1 . . 2 1 2 . 2 3 3 3 . 2 1
## ZBTB32 . . . . . . . . . . . . . . . . . . . . . . . .
## KMT2B . . . . . . . . . . . . 1 . . . . . . 1 . . . .
## IGFLR1 . 1 1 . . . . . . . . . . . . . . . 1 . . . . .
## AD000671.6 . . . . . . . . . . . . . . . . . . . . . . . .
## U2AF1L4 . . 1 . . . . . . 1 . . . . . . . . . . . . . .
## PSENEN . . . . . . 1 . . . . 1 . 1 . . . . . 1 . . . .
## LIN37 . . . . . . . . . . . . . . . . . . . . . . . .
## C19orf55 . . . . . . . . . . . . . . . . . . . . . 1 . .
## ARHGAP33 . . . . . . . . . . . . . . . . . . . . . . . 1
## NFKBID . 1 1 . . . . . . . . . . . . . . . . . . . 1 .
## HCST . 1 4 . 2 1 1 1 1 . 1 1 1 1 2 . 2 1 1 . 2 . . .
## TYROBP . . . 12 1 . . . . 1 . . . 8 . . 5 . 22 1 . . . .
## LRFN3 . . . . . . . . . . . . . . . . . . . . . . . .
## SDHAF1 . 1 . 1 . . . . . . . . . . . . . . . . . . . .
## ALKBH6 . . . . . . . . . . . . . . . . . . . . . . . .
## AC002116.7 . . . . . . . . . . . . . . . . . . . . . . . .
## THAP8 . . . . . . . . . . . . . . . . . . . . . . . .
## WDR62 . . . . . . . . . . . . . . . . . . . . . . . .
## POLR2I . . . 7 . . . . . . . 1 . . . . . . 1 . . . . .
## TBCB . 2 . 2 1 . . . 1 . . . . . 1 . . . . . . . . .
## CAPNS1 . 1 1 1 . . . . . . . . . 1 . . . . . 1 1 . . .
## ZNF565 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF146 . . . . . . . . . . . . . . . . . . . . . . . .
## LINC00665 . 1 . . 2 . . . . . . . . . . . . . . . . . . 2
## ZFP14 . . . . . 1 . . . . . . . . . . . . . . . . . .
## ZFP82 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF566 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-2630F21.1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF260 . . . . . . . . . . 1 . . . . . . . . . . . . .
## ZNF529 . . . . . . . . . . . . . . . . . . . . . . . .
## AC092295.7 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF382 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF461 . . . . . . . . . . . . . . . . . . . . . . . .
## AC074138.3 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF567 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-2162K18.4 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-2162K18.5 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF790 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF345 . . . . 1 . . . . . . . . . . . . . . . . . . .
## ZNF829 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF568 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF420 . . . . . . . . . . 1 . . . . . . . . . . . . .
## CTC-454I21.3 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF585A . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF585B . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF383 . . . . . . . . . . . . . . . . . . . . . . . .
## HKR1 . . . . . 1 . . . . . . . . . . . . . . . . . .
## ZNF527 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF569 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF570 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-2086O20.3 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-3064H18.1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF793 . . . . . . . 1 . . . . . . . . . . . . . . . .
## ZNF571-AS1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF540 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF571 . . . . . . . . . . . . . . . . . . . . . . . .
## ZFP30 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF781 . . . . . . . . . . . . . . . . . . . 1 . . . .
## ZNF573 . . . . . . . . . . . . . . . . . . . . . . . .
## SIPA1L3 . . . . . . . . . . . . . . . . . . . . . . . .
## SPINT2 . 1 . . . . . . 1 . . . . . . . . . 1 . 1 . . .
## PPP1R14A . 7 . . . . . . . . . . . . . . . . . . . . . .
## CTB-102L5.4 . . . . . . . . . . . . . . . . . . . . . . . .
## C19orf33 . . . . . . . . . . . . . . . . . . . . . . . .
## YIF1B . . . . . . . . . . . . . . . . . . . . . . 1 .
## KCNK6 . . . . . . . . . . . . . . . . . . 1 . . . . .
## AC026806.2 . . . . . . . . . . . . . . . . . . . . . . . .
## CATSPERG . . . . . . . . . . . . . . . . . . . . . . . .
## PSMD8 . 2 . 1 1 . 1 . . . . . 1 . . . . . . . . 1 1 2
## FAM98C . . . . . . . . . . . . . . . . . . . . . . . .
## RASGRP4 . . . . . . . . . . . . . . . . . . . . . . . .
## RYR1 . . . . . . . . . . . . . . . . . . . . . . . .
## MAP4K1 . 2 . . . . . . . . . . . . . . . . . . . . . .
## EIF3K 2 4 1 5 1 . 1 . . . 3 2 . 3 . 2 3 . 2 1 3 . 1 .
## ACTN4 . . . 1 . . 5 . . . . . . . . . . . . . . . . .
## CAPN12 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-2540F13.2 . . . . . . . . . . . . . . . . . . . . . . . .
## LGALS4 . . . . . . . . . . . . . . . . . . . . . . . .
## ECH1 . 1 2 . . . . . . . 1 . . . . . 1 . . . 1 . 1 .
## HNRNPL . . . . 1 . . . . . . . . 1 . . . . 1 . . . 1 .
## RINL . . . . . . . . . . . . . . . . . . . . . . . .
## SIRT2 . . . . . . . . . . . . . . . . . . . . . . . .
## NFKBIB . . . . . . . . . . . . 1 . . . . . . . . 1 . .
## SARS2 . . . . . . . . . . . . . . . . . . 1 . . . . .
## MRPS12 . . . . . . . . . . . . 1 . . . . . 1 1 . . 1 1
## PAPL . . . . . . . . . . . . . . . . . . . . . . . .
## PAK4 . . . . . . . . . . . . . . . . . . . . . . . .
## IFNL1 . . . . . . . . . . . . . . . . . . . . . . . .
## LRFN1 . . . . . . . . . . . . . . . . . . . . . . . .
## GMFG . 2 4 1 . . . . . 2 2 3 1 13 . . 2 . 2 7 . . 4 .
## CTC-246B18.10 . . . . . . . . . . . . . . . . . . . . . . . .
## SAMD4B . . . . . . . . . . . . . . . . . . . . . . . .
## PAF1 . . . . . . . . . . . . . . . . . . . . . . . .
## MED29 . . . . . . 1 . . . . . . . . . . . . . . . . .
## ZFP36 . 2 1 6 2 1 . . . . 1 1 8 8 . 1 . 1 7 4 1 . 3 .
## PLEKHG2 . . . . . . . . . . . . . . . . . . . . . . . .
## RPS16 5 32 13 4 2 7 4 6 1 1 22 5 12 10 4 4 4 4 18 11 13 8 17 3
## SUPT5H . . . . . . . . . . . . . . . . . . . . . . . .
## TIMM50 . . . . . . . . . . . . . . . . . . . 1 . . . .
## DLL3 . . . . . . . . . . . . . . . . . . . . . . . .
## EID2B . . . . . . . . . . . . . . . . . . . . . . . .
## EID2 . . . . . . . . . . . . . . . . . . . . . . . .
## DYRK1B . . . . 1 . . . . . . . . . . . . . 1 . . . . .
## FBL 1 . . 1 . . 2 . 1 . 1 1 . 1 . . . . 1 . 2 . . .
## FCGBP . . . . . . . . . . . . . . . . . . . . . . . .
## PSMC4 . . 2 . . . . 1 . . . . 1 . . . . . . . . . . .
## ZNF546 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF780B . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF780A . . . . . . . . . . . . . . . . . . . . . . . .
## MAP3K10 . . . . . . . . . . . . . . . . . . . . . . . .
## AKT2 . 1 . 1 . . . . . . . . . . . . . . . . . . . .
## C19orf47 . . . . . . . . . . . . . . . . . . . . . . . .
## PLD3 . . . . . . . . . . . . . . . . . . . . . . . .
## SERTAD1 . . . . . . . . . . 2 . 1 . . . . . . . 2 . . .
## SERTAD3 . . . . . . . . . . . . . . . . . . 1 . . . 1 .
## BLVRB . . . 2 . . . . . . . . . . . . 2 1 3 . 1 . . .
## SHKBP1 . 1 . . 1 1 . . . . . . . 2 . . . . . 1 . . . .
## LTBP4 . . . . . . 1 . . . . . . . . . . . . . . . . .
## NUMBL . . . . . . . . . . . . . . . . . . . . . . . .
## ADCK4 . . . . . . . . . . . . . . . . . . . . . . . .
## ITPKC . . . . . . . . . . . . . . . . . . . . . . . .
## C19orf54 . . . . . . . . . . . . . . . . . . . . . . . .
## SNRPA . . . . . . . 1 . . 1 . . . . . . . . . . . . .
## RAB4B . . . 1 . . . . . . . . . . . . . . . . . . . .
## EGLN2 . . 2 . . . . 1 . . . . . . . . . . . . . . . .
## CYP2S1 . . . . . . . . . . . . . . . . . . . . . . . .
## AXL . . . . . . . . . . . . . . . . . . . . . . . .
## HNRNPUL1 . 1 . . 2 . . . . . . . . . . . . . . . . 1 . .
## TGFB1 . 1 . . 1 . . . . 1 . . 1 . . . . . 1 1 1 . . .
## CCDC97 . . . . . . . . . . . . . . . . . . . . 1 1 . .
## TMEM91 . . . . . . . . . . . . . . . . . . . . . . . .
## B9D2 . . . . . . . . . . . . . . . . . . . . . . . .
## BCKDHA . . . . . . . . . . . . . 1 . . . . . . . . . .
## EXOSC5 . . 1 . . . . . . . . . . . 1 . . . . . 1 . 1 .
## B3GNT8 . . . . . . . . . . . . . . . . . . . . . . . .
## ATP5SL . . . . . 1 . . . . . . . . . . . . 1 . . . . .
## AC006129.1 . . . . . . . . . . . . . . . . . . . . . . . .
## AC006129.4 . . . . . . . . . . . . . . . . . . . . . . . .
## AC006129.2 . . . . . . . . . . . . . . . . . . . . . . . .
## CEACAM21 . . . 1 . . . . . . 1 . . . . . . . . . . . . .
## CEACAM4 . . . . . . . . . . . . . . . . . . 1 . . . . .
## CEACAM3 . . . . . . . . . . . . . . . . . . . . . . . .
## RPS19 22 45 18 13 1 13 13 30 9 10 26 19 19 15 5 4 6 5 49 19 24 9 36 4
## CD79A . 3 . . . . . . . . 6 . . . . 1 . . . . 2 2 8 .
## ARHGEF1 1 . . . . . . . . . 1 . 1 . . . . . . . . . . .
## RABAC1 . 2 . . . 1 1 1 . . . . 1 . . . . . 1 . 1 . . .
## ATP1A3 . . . . . . 1 . . . . . . . . . . . . . . . . .
## ZNF574 . . . . . . . . . . . . . . . . . . . . . . . .
## POU2F2 . 1 . 1 . . . . . . 1 . . . . . . . . 1 . . 2 .
## CTC-378H22.1 . . . . . . . . . . . . . . . . . . . . . . 1 .
## CTC-378H22.2 . . . . . . . 1 . . . . . . . . . . . . . . . .
## DEDD2 . 1 . . . . . . . . . . 2 . . . . . 1 1 1 . . .
## ZNF526 . . . . . . . . . . . . . . . . . . . . . . . .
## GSK3A . . . 1 . . . 6 . . . . . . . . . . 1 . . . . .
## ERF . . . . . . . . . . . . . . . . . . . . . . . .
## CIC . . . . . . . . . . . . . . . . . . . . . . . .
## PAFAH1B3 . 1 1 . . 2 . . . . . 1 . . . . . . . . . . . .
## PRR19 . . . . . . . . . . . . . . . . . . . . . . . .
## MEGF8 . . . . . . . . . . . . . . . . . . 1 . . . . .
## CNFN . 1 . . . . . . . . . . . . . . . . . . . . . .
## LIPE-AS1 . . . . . . . . . . . . . . . . . . . . . . . .
## LIPE . . . . . . . . . . . . . . . . . . . . . . . .
## CEACAM1 . . . . . . . . . . . . . . . . . . . . . . . .
## LYPD3 . . . . . . . . . . . . . . . . . . . . . . . .
## PHLDB3 . . . . . . . . . . . . . . . . . . . . . . . .
## ETHE1 . . 1 . . . 1 . . . . . . . . . . . . . . . . .
## ZNF575 . . . . . . . . . . . . . . . . . . . . . . . .
## XRCC1 . . . . . . . . . . . . . . . . . . . . . . . .
## PINLYP . . . . . . . . . . . . . . . . . . . . . . . .
## IRGQ . . . . . . . . . . . . . . . . 2 . . . . . . .
## ZNF576 . . . . . . . . . . . . . . . . . . . . . . . .
## SRRM5 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF428 . . . 1 . . . 1 1 . . . . 1 . . . . . . . . . .
## PLAUR . . . . . . . . . . . . . . . . . . 1 . . . . .
## SMG9 . . . . . . . . . . . . . . . . . . . . . . 1 .
## KCNN4 . 1 . . . . . . . . . . . . . . . . . . 1 . . .
## ZNF283 . . . . . . . . . . . . . 1 . . . . . . . . . .
## ZNF404 . . . . . . . . 1 . . . . . . . . . . . . . . .
## RP11-15A1.3 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF45 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF155 . . . . . . . . . . . . . . . . . . . . . . . .
## RP11-15A1.7 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF230 . . . . . 1 . . . . . . . . . . . 1 . . . . . .
## ZNF222 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF223.1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF284 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF224 . 1 . . . . . . . . . . . . . . . . . . . . . .
## ZNF225 . . . . . . . . . . . . . . . . . . . . . . 1 .
## ZNF234 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF226 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF227 . . . . . . . . . . . . . . . . . . 2 . . . . .
## ZNF235 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF180 . . . . . . . . . . . . . . . . . . . . . . . .
## PVR . . . . . . . . . . . . . . . . . . . . . . . .
## BCL3 . 1 . . . . . . . . . . . . . . . . . . . . . .
## PVRL2 . . . . . . . . . . . . . . . . . . . . . . . .
## CTB-129P6.4 . . . . . . . . . . . . . . . . . . . . . . . .
## TOMM40 . . 1 . . 11 . . 1 . . . . . . . . . . . . . . .
## CLPTM1 . . . . . . . . . . . 1 . . . . . . . . . . . .
## RELB . . . . . . . . . . 1 . . . . . . . . . . . . .
## CLASRP . . . . . . . . . . . . . . . . . . . . 1 . . .
## ZNF296 . . . . . . . . . . . . . . . . . . . . . . . .
## GEMIN7 . . . . . . . . . . . . 1 . . . . . . . . . . .
## MARK4 . . . . . . . . . . . . . . . . . . . . . . . .
## PPP1R37 . . . . . . . . . . . . . . . . . . . . . . . .
## TRAPPC6A . . 1 . . . . . . . . 1 . . . . 1 . 2 . . . . .
## BLOC1S3 . . . . . . . . . . . . . . . . . . . . . . . .
## CKM . . . . . . . . . . . . . . . . . . . . . . . .
## ERCC2 . . . . . . . . . . . . . . . . . . . . . . . .
## PPP1R13L . . . . . . . . . . . . . . . . . . . . . . . .
## CD3EAP . . . . . . . . . . . . . . . . . . . . . . . .
## ERCC1 . 1 . . . . . . . . . . . . . . . . . . 1 . . .
## FOSB . 1 2 6 . 1 . . . 1 1 1 2 . . . . . 3 2 1 . . 1
## PPM1N . . . . . . . . . . . . . . . . . . . . . . . .
## VASP 1 . 2 . . 1 . . . . . . . . . . . . 1 1 2 . . .
## OPA3 . . . . . . . . . . . . . . . . . . . . 1 . . .
## EML2 1 . . . . . . . . . . . . . . . . . . 1 . . . .
## C19orf83 . . . . . . . . . . . . . . . . . . . . . . . .
## GIPR . . . . . . . . . . . . . . . . . . . . . . . .
## SNRPD2 . 3 . 1 1 . 1 . . . . 1 2 2 1 . . 1 1 . 14 . . 1
## FBXO46 . . . . . . . . . . . . . . . . . . . . . . . .
## DMPK . . . . . . . . . . . . . . . . . . . . . . . .
## DMWD . . . . . . . . . . . . . . . . . . . . . . . .
## SYMPK . . . . . . . . . . . . . . . . . . . . . . . .
## IRF2BP1 . . . . . . . . . . . . . . . . . . . . . . . .
## MYPOP . . . . . . . . . . . . . . . . . . . . . . . .
## CCDC61 . . . . . . . . . . . . . . . . . . . . . . . .
## PPP5C . . . . . . . . . . . . . 1 . . . . . . . . . .
## PPP5D1 . . . . . . . . . . . . . . . . . . . . . . . .
## CALM3 . . 1 1 . . 1 1 . . 1 . . . . . . 2 2 . 3 . . .
## CTB-12A17.3 . . . . . . . . . . . . . . . . . . . . . . . .
## PTGIR . . . 1 . . . . . . . . . . . . . . . . . . . .
## PRKD2 . 1 . . 1 . . . . . . . 1 . . . . . . . . . . .
## STRN4 . . . . . 1 . . . . . . . . . . . . . . . . . .
## FKRP . . . . . . . . . . . . . . . . . . . . . . . .
## SLC1A5 . . 1 . . 1 . . . . . . . . . . . . . . . . . .
## AP2S1 1 2 . 2 . 1 1 . . 4 . . . 1 . . 3 . 5 . 2 . . .
## ARHGAP35 . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM160 . 1 . 1 . . . . . 1 . . . . 1 . . . . 27 . . 1 .
## ZC3H4 . 1 . . . . . . . . . . . . . . . . . . . . . .
## SAE1 . . . . . . . . . . . . . . . . . . . 1 1 . . .
## BBC3 . . . . . . . . . . . . . . . . . . . . . . . .
## CCDC9 . . . . . . . . . . . . . . . . . . . . . . . .
## PRR24 . . . . . . . . . . . . . . . . . . 1 . . . . .
## C5AR1 . . . 2 . . . . . 1 . . . . . . 1 . . . . . . .
## C5AR2 . . . . . . . . . . . . . . . . . . . . . . . .
## DHX34 . . . . . . . . . . . . . . . . . . . . . . . .
## KPTN . 1 . . . . . . . . . . . . . . . . . . . . . .
## NAPA-AS1 . . . . . . . . . . . . . . . . . . . . . . . .
## NAPA . . . . . . 1 . . 1 . . . . . . . . . . . . . .
## ZNF541 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-2571L23.8 . . . . . . . . . . . . . . . . . . . . . . . .
## GLTSCR1 . . . . . . . . . . . . . . . . . . . . . . . .
## GLTSCR2 2 3 5 3 3 1 2 2 3 . 4 3 5 2 . . 1 1 2 4 3 1 2 1
## SEPW1 . 2 . . 1 1 . . . . . 1 1 1 . . . . . 1 . . . .
## PLA2G4C . . . . . . . . . . . . . . . . . . . . . . . .
## LIG1 . . . . . . . . . . . . . . . . . . . . . . . .
## C19orf68 . . . . . . . . . . . . . . . . . . . . . . . .
## CARD8 . . . . . . . . . 1 . . . . . . . . . . 4 . . .
## CTC-241F20.3 . . . . . . . . . . . . . . . . . . . . 1 . . .
## EMP3 1 4 3 5 . 1 1 1 . 5 1 . 1 1 . . 1 1 11 3 14 . 5 .
## TMEM143 . . . . . . . . . . . . . . . . . . . . . . . .
## KDELR1 . . . . . . . . . . . . . . . . . . . . . . . .
## GRWD1 . . . . . . 2 . . . . . . . . . . . . . 1 . . .
## KCNJ14 . . . . . . . . . . . . . . . . . . . . . . . .
## CYTH2 . . 1 . 1 . . 1 . . . . . . . . . . . . . . 1 .
## CTC-273B12.10 . . . . . . . . . . . . . . . . . . . . . . . .
## RPL18 4 22 7 4 1 5 7 10 5 1 14 10 10 11 3 2 2 3 13 14 29 8 24 3
## SPHK2 . . . . . . . . . . . . . . . . . . . . . . . .
## DBP . . . . . . . . . . . . 1 . . . . . . . . . . .
## CA11 . . . . . . . 1 . . . . . . . . . . . . . . . .
## MAMSTR . . . . . . . . . . . . . . . . . . . . . . . .
## RASIP1 . . . . . . . . . . . . . . . . . . . . . . . .
## BCAT2 . . . . . . . . . . . . . . . . . . . . . . . .
## HSD17B14 . . . . . . . . . . . . . . . . . . . . . . . .
## PLEKHA4 . . . . . . . . . . . . . . . . . . . . . . . .
## PPP1R15A 1 . 2 . . . . . . . 1 2 1 . . . . . 3 . . . 3 .
## TULP2 . . . . . . . . . . . . . . . . . . . . . . . .
## NUCB1 . . . 1 . 1 . . . . . . . . . . . . 1 1 . . . .
## DHDH . . . . . . . . . . . . . . . . . . . . . . . .
## BAX . 1 . . 1 . . . 2 1 . . . 1 . . 1 . 1 . 3 . . .
## FTL 12 10 8 78 18 11 5 5 . 44 4 4 9 52 3 2 55 3 142 9 17 7 7 5
## GYS1 . . . . . . . . . . . . . . . . . . . . . . . .
## RUVBL2 . . . . . . . . . . . 1 1 . . . . . . 1 . . . .
## SNRNP70 . . . 1 . . 1 1 . . . . . 1 . . . . . 1 . . 1 .
## LIN7B . . . . . . . . . . . . . . . . . . . . . . . .
## C19orf73 . . . . . . . . . . . . . . . . . . . . . . . .
## TRPM4 . . . . . . . . . . . . . . . . . . . . . . . .
## SLC6A16 . . . . . . . . . . . . . . . . . . . . . . . .
## CTC-301O7.4 . . . . . . . . . . . . . . . . . . . . . . . .
## CD37 2 7 2 3 . . 1 2 2 . 4 43 . 4 . 1 1 . 11 2 8 3 8 .
## PIH1D1 . 1 . 1 . 1 . 1 . . 1 . . . . 1 . . . . . . 1 .
## ALDH16A1 . . . . . . . . . . . . . . . . . . . . . . . .
## FLT3LG 1 . . . . . . . . . . 1 . . . . . . . . 1 . . .
## RPL13A 37 81 40 16 1 29 33 13 17 6 98 56 29 18 11 15 13 10 42 44 84 19 47 14
## RPS11 1 16 3 6 . 3 8 . 1 . 16 3 6 10 2 . 2 . 17 10 11 3 14 4
## FCGRT . 1 . . . . . . . 1 . . . 2 . . 1 . 1 . . . . .
## RCN3 . . . . . . . . . . . . . . . . . . . . . . . .
## NOSIP . 1 . . 1 . 3 . . . . 2 2 . . . 1 . . 1 . 1 2 .
## PRRG2 . . . . . . . . . . . . . . . . . . . . . . . .
## PRR12 . . . . . . . . . . . . . . . . . . . . . . . .
## RRAS . . . . . . . . . . . . . . . . . . . . . . . .
## SCAF1 . . . . . . . . . . 1 . . . . . . . . . . . . .
## IRF3 . . . . . . . . . . . 1 . . . . . 1 . . . . . .
## BCL2L12 . . . . . . . . . . . . . . . . . . . . . . . .
## PRMT1 1 . 1 . . . . . . . 2 1 1 . . . . . . . . . 2 .
## TSKS . . . . . . . . . . . . . . . . . . . . . . . .
## AP2A1 . . . . . . . . . . . . . . . . . . . . . . . .
## FUZ . . . . . . . . . . . . . . . . . . . . . . . .
## MED25 . . . . . . . . . . . . . . . . . . . . . . 1 .
## PTOV1-AS1 . . . . . . . . . . . . . . . . . . . . . . . .
## PTOV1 . . . . . 1 . . . . . . . 1 . . . . . . . . . .
## AC018766.4 . . . . . . . . . . . . . . . . . . . . . . . .
## PNKP . . . . . . . . . . 1 . 1 . . . . . . . . . . .
## AKT1S1 . . . 1 . . . . . . . . . . . . . . . . . . . .
## TBC1D17 . . . . . . . . . . . . . . . . . 1 . . . . . .
## IL4I1 . . . . . . . . . . . . . . . . . . . . . . . .
## NUP62 . . . . . . . . . . . . . . . . . . . . . . . .
## ATF5 . . . 1 . . . . . . . . . . . . . . . . . . . .
## VRK3 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF473 . . . . . . . . . . . . . . . . . . . . . . . .
## KCNC3 . . . . . . . . . . . . . . . . . . . . . . . .
## NR1H2 . . . . . . . . . . . . 1 . . . . . . . . 1 . .
## NAPSA . . . . . . . . . . . . . . . . . . . . . . . .
## POLD1 . . . . . . . . . . . . . . . . . . . 1 . . . .
## SPIB . 1 . . . . . . . . . . . . . . . . . . . . 3 .
## EMC10 . . 1 . . . . . . . . . . . . . . . . . . . . .
## CTD-2545M3.2 . . . . . . . . . . . . . . . . . . . . . . . .
## JOSD2 . 1 . . . . . . . . . . . . . . . . . . . . . .
## CLEC11A . . . . . . . . . . . . . . . . . . 1 . . . . .
## C19orf48 . . . . . . . . . . . . 1 . . . . . . . . . . .
## KLK1 . . . . . . . . . . . . . . . . . . . . . . . .
## CTU1 . . . . . . . . . . . . . . . . . . . . . . . .
## SIGLEC9 . . . . . . . . . . . . . . . . . . . . . . . .
## SIGLEC7 . . . . . . . . . . . . . . . . . . . . . . . .
## CD33 . . . . . . . . . . . . . 2 . . . . 1 . . . . .
## VSIG10L . . . . . . . . . . . . . . . . . . . . . . . .
## ETFB . . . . 1 . 1 . . . 1 1 . 1 . . . . 1 . 1 . . .
## CLDND2 . . . . . . . . . . . . . . . . . . . . . . . .
## NKG7 . 1 . 1 11 . 5 2 1 . . . . . 3 . . 2 2 . 2 . . .
## LIM2 . . . . . . . . . . . . . . . . . . . . . . . .
## SIGLEC10 . . . . . . . . . . . . . . . . . . 2 . . . . .
## CTD-2616J11.2 . . . . . . . . . . . . . . . . . . . . . . . .
## SIGLEC12 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF175 . . . . . . . . . . . . . . . . . . . 1 . . . .
## AC018755.1 . . . . . . . . . . . . . . . . . . . . . . . .
## SIGLEC5 . . . . . . . . . . . . . . . . . . . . . . . .
## SIGLEC14 . . . . . . . . . . . . . . . . . . . . . . . .
## FPR1 . . . 1 . . . . . . . . . . . . . . 1 . . . . .
## FPR2 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF577 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF649 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF613 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF350 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF615 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF614 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF432 . . . . . . 1 . . . . . . . . . . . . . . . . .
## ZNF841 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF616 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF836 . . . . . . . . . . . . . . . . . . . . . . . .
## PPP2R1A . 2 1 . . . . . . . 1 . . . . 1 . . . . . . 1 .
## ZNF766 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF480 . . . . . . . . . . 2 . . . . . . . . . . . . .
## ZNF880 . . . . . . . . . . . . . . . . . 1 . . . . . .
## ZNF528 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF578 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF808 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF701 1 . . . . . . . . . . . . . . . . . . . . . . .
## ZNF83 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF611 . . . . . . . . . . . . . . . . . . . . . . 1 .
## ZNF600 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF28 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF468 . 1 . . . . . . . . . . . . . . . . . . . . . .
## ZNF320 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF816 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF160 . . . . . . . . . . . . . . . . . . 1 . . . . .
## ZNF415 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF347 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF665 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF677 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF845 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF525 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF765 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF813 . . . . . . . . . . . . . . . . . . . . 1 . . .
## ZNF331 . . . . . . 1 . . . . . . . . . . . . . . . . .
## NLRP12 . . . . . . . . . . . . . . . . . . . . . . . .
## MYADM 1 . . . . . 1 . . . . . . . . . . . . . 1 . . .
## AC008440.5 . . . . . . . . . . . . . . . . . . . . . . . .
## VSTM1 . . . 1 . . . . . . . . . . . . . . 1 . . . . .
## OSCAR . . 1 1 . . . . . . . . . 1 . . . . . . 1 . . .
## NDUFA3 1 . . 1 . . . . . . . 1 . 1 . . . . . . . . . .
## TFPT . . . . . . . . . . . . . . . . . . . 1 . . . .
## PRPF31 . . . . . . . 1 . . . . . . . . . . . . . . 1 .
## CNOT3 . . . . . . . . . . . . . . . . . . . . 1 . . .
## LENG1 . 1 . . . . . . . . . . . 1 . . . . . . 1 . . .
## TMC4 . . . . . . . . . . . . . . . . . . . . . . . .
## MBOAT7 . . . . . . . . . 1 . . . . . . . . . . . . . .
## TSEN34 . . . . . . . . . 1 . . . . . . . . . 1 . . . .
## CTD-3093M3.1 . . . . . . . . . . . . . . . . . . . . . . . .
## RPS9 7 14 9 9 3 2 7 4 3 5 13 8 17 11 3 1 5 3 26 6 23 10 18 7
## LILRB3 . . . 2 . . . . . . . . . . . . . . . . . . . .
## LILRA6 . . . . . . . . . . . . . . . . . . . . . . . .
## LILRB2 . . . . . . . . . . . . . . . . 1 . . . . . . .
## LILRA3 . . . . . . . . . . . . . . . . . . 1 . . . . .
## LILRA5 . . . . . . . . . 1 . . . . . . . . 3 . . . . .
## LILRA4 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-2587H19.1 . . . . . . . . . . . . . . . . . . . . . . . .
## LAIR1 . . . . . . . . . . . . . . . . . 1 1 . . . . .
## LENG8-AS1 . . . . . . . . . . . . . . . . . . . . . . . .
## LENG8 . . . . . . . . . . . . . . . . . . . . . . . .
## LENG9 . . . . . . . . . . . . . . . . . . . . . . . .
## LAIR2 . . . . 1 . . . . . . . . . . . . . . . . . . .
## LILRA2 . . . . . . . . . . . . . . . . . . . . . . . .
## LILRB1 . . . . . . . . . . . . . . . . . . . . . . . .
## LILRA1 . . . 1 . . . . . . . . . . . . . . 1 . . . . .
## LILRB4 . . . . . . . . . . . . . . . . . . . . . . . .
## KIR3DL1 . . . . . . . . . . . . . . . . . . . . . . . .
## KIR2DL3 . . . . . . . . . . . . . . . . . . . . . . . .
## KIR3DL2 . . . . . . 1 . . . . . . . . . . . . . . . . .
## FCAR . . . . . . . . . . . . . . . . . . . . . . . .
## CTB-61M7.2 . . . . . . . . . . . . . . . . . . . . . . . .
## NCR1 . . . . . . . . . . . . . . . . . . . . . . . .
## NLRP2 . . . . . . . . . . . . . . . . . . . . . . . .
## CTC-550B14.7 . . . . . . . . . . . . . . . . . . . . . . . .
## GP6 . . . . . . . . . . . . . . . . . . . . . . . .
## RDH13 . . . . . . . . . . . . . . . . . . . . . . . .
## EPS8L1 . . . . . . . . . . . . . . . . . . . . . . . .
## PPP1R12C . 1 . . . . . . . . . . . . . . . . . . . . . .
## TNNT1 . . . . . . . . . . . . . 1 . . . . . . . . . .
## SYT5 . . . . . . . . . . . . . . . . . . . . 1 . . .
## TMEM86B . . . . . . . . . . . . . . . . . . . . . . . .
## PPP6R1 . . . . . . . . . . . . . . . . . . . . . . . .
## HSPBP1 . . . . . . . . . . . . . . . . . . 1 . . . 1 .
## BRSK1 . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM150B . . . . . . . . . . . . . 1 . . . . . . . . . .
## SUV420H2 . . . . . . . . . . . . . . . . . . . . . . . .
## COX6B2 . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM238 . . . . . . . . . . . . . . . . . . . . . . . .
## RPL28 28 37 12 15 1 11 16 15 47 4 31 6 12 15 6 3 11 8 16 23 24 8 20 6
## UBE2S . . . . . . . . . . 1 . . . . . . . . . . . . .
## ISOC2 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF628 . . . . . . . . . . . . . . . . . . . . . . . .
## NAT14 . . . . . . . . . . . . . . . . . . . . . . . .
## SSC5D . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF579 . . . . . . . . . . . . . . . . . . . . . . . .
## FIZ1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF524 . . . 1 . . . . . . . . . . . 1 . . . . . . . .
## ZNF865 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF784 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF580 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF581 . 1 . . . . . . . . . 1 . . . . . . . . . . . .
## CCDC106 . . . . . . . . . . . . . . . . . . . . . . . .
## U2AF2 . . . . . . . . . . . . 1 1 . . . . . . . . . .
## CTD-2537I9.12 . . . . . . . . . . . . . . . . . . . . . . . .
## EPN1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF787 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF444 . . . . . . . . . . . . . . . . . . . . . . . .
## ZSCAN5A . . . . . . . . . . . . . . . . . . . . . . . .
## AC006116.20 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF582 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF582-AS1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF583 . . . . . . . . . . . . 1 . . . . . . . . . . .
## ZNF667 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF667-AS1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZFP28 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF470 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF71 . 1 . . . . . . . . . . . . . . . . . . . . . .
## AC007228.5 . . . . . . . . . . . . . . . . . . . . . . . .
## AC007228.9 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF264 . . . . . . . . . . . . . . . . . . . . . . . .
## AURKC . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF805 . . . . . . . . . . . . . . . . . . . . . . . .
## CTC-444N24.6 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF460 . . . . . . . . . . . . . . . . . . . . . . . .
## CTC-444N24.11 . . . . . 1 . . . . . . . . . . . . . . . . . .
## ZNF543 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF304 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF547 . . . . . . . . . . . . . . . . . . . . . . . .
## TRAPPC2P1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF548 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF17 . . . . . . . . . . . . 1 . . . . . . . . . . .
## ZNF749 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF772 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF419 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF773 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF549 . . . . . . . . . . . . . . . . . . . . 1 . . .
## ZNF550 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF416 . . . . . . . . . . . . . . . . . . . . . . . .
## ZIK1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF530 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF134 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF211 . . . . . . . . . . . . . . . . . . . . 1 . . .
## ZNF551 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF154 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF671 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF776 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF586 . . . . . . . . . . . . . . . . . . . . . 1 . .
## ZNF552 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF587B . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF814 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF587 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF417 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF418 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF256 . . . . . . . . . . . . . . . . . . . . . . . .
## C19orf18 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF606 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-2368P22.1 . . . . . . . . . . . . . . . . . . 1 . . . . .
## ZNF135 . . . . . . . . . . . . . . . . . . . . . . . .
## ZSCAN18 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF329 . . . . . . . 1 . . . . . . . . . . . . . . . .
## ZNF274 . . . . . . . . . . . . . 1 . . . . . . . . . .
## ZNF544 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-3138B18.5 . . . . . . . . . . . . . . . . . . . . . . . .
## AC010642.1 . . 1 . 1 . . . . . . . . . . . . . . . 1 . . .
## ZSCAN22 . . . . . . . . . . . . . . . . . . . . . . . .
## A1BG . . 1 . . . . . . . . . . . . 1 . . . . . . . .
## A1BG-AS1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF837 . . . . . . . . . . . . . . . . . . . . . . . .
## RPS5 10 27 9 8 . 7 19 6 4 2 23 22 7 12 16 3 3 4 16 6 21 5 27 3
## ZNF584 . . . . . . . . . . . . . . . . . . . . . . . .
## CTD-2619J13.14 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF324B . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF324 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF446 . . . . . . . . . . . . . . . . . . . . . . . .
## SLC27A5 . . . . . . . . . . . . . 1 . . . . . . . . 1 .
## ZBTB45 . . . . . . . . . . . . . . . . . . . . . . . .
## TRIM28 . . . . . . . . . . . . . . . . . . 1 . . . . .
## CHMP2A . . 1 1 . . . . . . 1 . . . . . . . 4 2 1 1 . .
## UBE2M . . . . . . . . . . . . . . . . . . 1 . . . . .
## AC016629.8 . . . . . . . . . . . . . . . . . . . . . . . .
## MZF1 . . . . . . . . . . . . . . . . . . . . . . . .
## RPS4Y1 5 5 2 3 . 2 4 3 1 2 4 5 5 1 3 1 2 2 6 4 5 2 4 .
## ZFY . . . . . . . . . . . . 1 . . . . . . . . . . .
## TTTY15 . . . . . . . . . . . . . . . . . . . . . . . .
## USP9Y . . . . . . . . . . . . . . . . . . . . . . . .
## DDX3Y . . 1 . . . . . . . 1 . . . . . . . . . . . . .
## UTY . . . . . . . . . . . . . . . . . . . . . . . .
## TMSB4Y . . . . . . . . . . . . . . . . . . . . . . . .
## NLGN4Y . . . . . . . . . . . . . . . . . . . . . . . .
## TTTY14 . . . . 1 . . . . . . . . . . . . . . . . . . .
## KDM5D . . . . . . . . . . 1 . . . . . . . . . . . . 1
## EIF1AY . . . . 1 . . . . . . . . . . . . . . 1 . . 1 .
## RPS4Y2 . . . . . . . . . . . . . . . . . . . . . . . .
## TPTEP1 . . . . . . . . . . . . . . . . . . . . . . . .
## IL17RA . . . . . . . . . . . . . . . . . . . . . . . .
## CECR6 . . . . . . . . . . . . . . . . . . . . . . . .
## CECR5 . . . . . . . . . . . . . . . . . . . . . . . .
## CECR5-AS1 . . . . . . . . . . . . . . . . . . . . . . . .
## CECR1 . . . . . . . . . . . . . . . . . . . . . . . .
## ATP6V1E1 . . . 1 . . . . . . 1 . . . . . . . . . . . 1 .
## BCL2L13 . . . . . . . . . . . . . . . . . . . . . . . .
## BID . . . . . . . . . 1 . . . 1 . . . . 1 . 1 . . .
## LINC00528 . . . . . . . . . . . . . . . . . . 1 . . . . .
## MICAL3 . . . . . . . . . . . . . . . . . . . . . . . .
## XXbac-B476C20.9 . . . . . . . . . . . . . . . . . . . . . . . .
## PEX26 . . . . . . . . . . . . . . . . . . . . . . . .
## TUBA8 . . . . . . . . . . . . . . . . . . . . . . . .
## USP18 . . . . . . . . . . . . . . . . . . . . . . . .
## DGCR6 . . . . . . 1 . . . . . . . . . . . . . . . . .
## DGCR2 . . . . . . . . . . . . . . . . . . . . . . . .
## DGCR14 . . . . . . . . . . . . . . . . . . . . . . . .
## AC004463.6 . . . . . . . . . . . . . . . . . . . . . . . .
## SLC25A1 . . . . . . . . . . . . . . . . . . . . . . . .
## CLTCL1 . . . . . . . . . . . . . . . . . . . . . . . .
## HIRA . . . . . . 1 . . . . . . 1 . . . . . . . . . .
## C22orf39 . . . . . . 1 . . . . . . . . . . . . . . . . .
## MRPL40 . 1 . . . . . . . 1 . . . . . . . . . 1 1 . . .
## UFD1L 1 1 . 2 . . . . . . . . 1 . 1 . . . . . 1 . . .
## CDC45 . . . . . . . . . . . . . . . . . . . . . . . .
## CLDN5 . . . . . . . . . . . . . . . . . . . . . . . .
## SEPT5 . . . . . . . . . . . . . . . . . . . . . . . .
## GNB1L 2 . . . . . . . 1 . . . . . . . . . . . . . . .
## C22orf29 . . . . . . . . . . . . . . . . . . . . . . . .
## TXNRD2 . . . . . . . . . . . . . . . . . . . . . . . .
## COMT . . . . . . . . . . . . . . . . . . 1 . . . . .
## ARVCF . . . . . . . . . . . . . . . . . . . . . . . .
## TANGO2 . . . . . . . . . . . . . . . . . . . . . . . .
## AC006547.15 . . . . . . . . . . . . . . . . . . . . . . . .
## DGCR8 . . . . . . . . . . . . . . . . . . . . . . . .
## TRMT2A . . . . . . . . . 1 . . . . . . . . . . . . . .
## RANBP1 . . 1 . . . . . . . . 1 1 1 . . . 1 . 1 1 . . .
## ZDHHC8 . . . . . . . . . . . . . . . . . . . . . . . .
## RTN4R . . . . . . . . . . . . . . . . . . . . . . . .
## DGCR6L . . 1 . . . . . . . . . . . . . . . . 1 . . . .
## AC023490.1 . 1 . . . . . . . . . . . . . . . . . . . . . .
## ZNF74 . . . . . . . . . . . . . . . . . . . . . . . .
## SCARF2 . . . . . . . . . . . . . . . . . . . . . . . .
## KLHL22 . . . . . . . . . . . . . . . . . . . . . . . .
## MED15 . . . . . . 3 . . . . . . . . . . . . . 1 . . .
## PI4KA . . . . . . . . . . . . . . . . . . . . . . . .
## SNAP29 . . . . . . . . . . . . . 1 . . . . . . . . . .
## CRKL . . . 1 . . . . . . . . . . . . . . . . . . . .
## XXbac-B135H6.15 . . . . . . . . . . . . . . . . . . . . . . . .
## AIFM3 . . . . . . . . . . . . . . . . . . . . . . . .
## LZTR1 . . . . . . . . . . . . . . . . . . . . . . . .
## XXbac-B135H6.18 . . . . . . . . . . . . . . . . . . . . . . . .
## THAP7 . . . . . . . . . . . . . . . . . . . . 1 . . .
## THAP7-AS1 . . . . . . . . . . . . . . . . . . . . . . . .
## HIC2 . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM191C . . . . . . . . . . . . . . . . . . . . . . . .
## UBE2L3 . . 1 1 1 1 1 . . . . . 1 . . . . . 1 . 3 . . .
## YDJC . . 1 . . . . . . . . . . . . . . . . . 1 . . .
## SDF2L1 1 . . . 1 . . . . . . . . . . . . . 1 . . . . .
## PPIL2 . . . . . . . . . . . . . 1 . . . . . . 1 . . .
## YPEL1 . . . . . . . . . . . . . . . . . . . . . . . .
## MAPK1 . . . . . . . . . . . . . 1 . . . . . . . . . .
## PPM1F . 1 . . . . . . . . . . . . . . . . . . 1 . . .
## LL22NC03-86G7.1 . . . . . . . . . . . . . . . . . . . . . . . .
## TOP3B . . . . . . . . . . . . . . . . . . . . 1 . . .
## VPREB1 . . . . . . . . . . . . . . . . . . . . . . . .
## LL22NC03-2H8.5 . . . . . . . . . . . . . . . . . . . . . . . .
## ZNF280B . . . . . . . . . . . . . . . . . . . . . . . .
## IGLL5 . . . . . . . . . . . . . . . . . . . . . . . .
## GNAZ . . . . . . . . . . . . . . . . . . . . . . . .
## BCR . . . . . . . . . . . . . . . . . . . . . . . .
## C22orf43 . . . . . . . . . . . . . . . . . . . . . . . .
## RGL4 . 1 1 . . . 1 . . . . . 2 . 1 . . . . 1 . . . .
## ZNF70 . . . . . . . . . . . . . . . . . . . . . . . .
## VPREB3 . . . . . . . . . . 2 . . . . . . . . . . . 1 .
## C22orf15 . . . . . . . . . . . . . . . . . . . . . . . .
## CHCHD10 . 1 . 1 . . . . . . 2 . . . . . . . 1 . . . 1 .
## MMP11 . . . . . . . . . . . . . . . . . . . . . . . .
## SMARCB1 . 1 . . . . . 1 . . 2 . . . . . . . . 1 . . 2 .
## DERL3 . . . . . . . . . . . . . . . . . . . . . . . .
## SLC2A11 . . 1 . . . . . . . . . . . . . . . . . . . . .
## MIF . 1 2 . . 1 1 1 . . 2 . . . . . . . . 1 . . 2 .
## AP000350.4 . . . . . . . . . . . . . . . . . . . . . . . .
## DDTL . . . . . . . . . . . . . . . . . . . . . . . .
## DDT . . 1 1 1 . . . . . . . . 1 . . . . . . 1 . . .
## GSTT1 . . . . . . . . . . . . . . . . . . . . . . . .
## CABIN1 . 1 . . . . 2 . . . . . . . . . . . . . . . . .
## SPECC1L . . . . . . . . . . . . . . . . . . . . . . . .
## ADORA2A . . . . . . . . . . . . . . . . . . . . . . . .
## ADORA2A-AS1 . . . . . . . . . 1 . . . . . . . . . . . . . .
## GUCD1 . . . . . . . . . . . . . . . . . . . . 1 1 . .
## SNRPD3 . . . . 1 . 1 . . 1 . . . . . . . . . . . . . .
## GGT1 . . . . . . . . . . . . . . . . . . . . . . . .
## SGSM1 . . . . . . . . . . . . . . . . . . . . . . . .
## KIAA1671 . . . . . . . . . . . . . . . . . . . . . . . .
## LRP5L . . . . . . . . . . . . . . . . . . . . . . . .
## CTA-407F11.8 . . . . . . . . . . . . . . . . . . . . . . . .
## ADRBK2 . . . . . . . . . . . . . . . . . . . . . . 1 .
## SEZ6L . . . . . . . . . . . . . . . . . . . . . . . .
## ASPHD2 . . . . . . . . . . . . . . . . . . . . . . . .
## HPS4 . . . 2 . . . . . . . . . . . . 1 . . . . . . .
## SRRD . . . . . . . . . . . . . . . . . . . . . . . .
## TFIP11 . . . . . . . . . . . . . . . . . . . . . . . .
## CTA-445C9.14 . . . . . . . . . . . . . . . . . . . . . . . .
## CTA-445C9.15 . . . . . . . . . . . . . . . . . . . . . . . .
## TPST2 1 . . . 1 1 . . . . 1 . . . . . 1 . 1 . . . . .
## MIAT . . . . . 1 . . 1 . . . . . . . . . . . . . . .
## CTA-373H7.7 . . . . . . . . . . . . . . . . . . . . . . . .
## CTA-211A9.5 . . . . . . . . . . . . . . . . . . . . 1 . . .
## PITPNB . . . . . . . . . . . . . . . . . . . . . . . .
## TTC28 . . . . . . . . . . . . . . . . . . . . . . . .
## CHEK2 . . . . . . . . . . . . . . . . . . . . . . . .
## HSCB 1 . . . . . . . . . 1 . . . . . . . . . . . . .
## CCDC117 . . . . . . . . . . . . . . . . . . . . . . . .
## XBP1 . . . . . . 1 . . . . . 2 1 . . . . 1 . 3 . . .
## CTA-292E10.6 . . . . . . . . . . . . . . . . . . . . . . . .
## RHBDD3 . . . . . . . . . . . . . . . . . . . . . . . .
## EWSR1 . . . . . . . . . . 1 . . . . . . 1 . . 2 . . .
## GAS2L1 . . . . . . . . . . . . . . . . . . . . . . . .
## AP1B1 . . . . . . . . . . . . . . . . . . . . . . . .
## RFPL1S . . . . . . . . . . . . . . . . . . . . . . . .
## NEFH . . . . . . . . . . . . . . . . . . . . . . . .
## THOC5 . . . . . . . . . . . . . . . . . . . . . . . .
## NIPSNAP1 . 2 . . . . 1 . . . . . . . . . . . . . . . . .
## NF2 . . . . . . . . . . . . . . . . . . . . . . . .
## CABP7 . . . . . . . . . . . . . . . . . . . . . . . .
## ZMAT5 . . 1 . . . 1 . . . . . . . . . . . . . . . . .
## UQCR10 . . . . . . 2 . . . 1 . 1 2 . . . . 3 1 1 . . .
## ASCC2 . . . . . . . . . . . . . . . . . . . . . . . .
## MTMR3 . . . . . . . . . . . . . . . . . . . . . . . .
## OSM . . . . . . . . . . . . . . . . . . . . . . . .
## GATSL3 . 1 . . . . . . . . . . . . . . . . . . . . . .
## TBC1D10A . . . . . . . . . . . . . . . . . . . . . . . .
## SF3A1 . . . . . . 1 . . . . . . . . . . . . . . . 1 .
## CCDC157 . . . . . . . . . . . . . . . . . . . . . . . .
## SEC14L2 . . . . . . . . . . . . . . . . . . . . . . . .
## MTFP1 . . . . . . . 1 . . . . . . . . . . . 1 1 . . .
## RP4-539M6.22 . . . . . . . . . . . . . . . . . . . . . . . .
## PES1 . . . . . . . . . . . . . . . . . . 1 . . . . .
## TCN2 . . . . . . . . . . . . . . . . . . . . . . . .
## SLC35E4 . . . . . . . . . . . . . . . . . . . . . . . .
## DUSP18 . . . 1 . . . . . . . . . . . . . . . . 1 . . .
## MORC2-AS1 . . . . . . . . . . . . 1 . . . . . . . . . . .
## MORC2 . . . . . . . . . . . . . . . . . . . . . . . .
## TUG1 . . . . . . . . . . . . . . . . . . . . . . . .
## SMTN . . . . . . . . . . . . . . . . . . . . . . . .
## SELM . . . . . . . 1 . . . 1 . . . . . . . . 1 . . 1
## RNF185 . . . . . . . . . . . . 1 . . . . . . . . . . .
## LIMK2 . . . . . . . . . . . . . . . . . . . . . . . .
## PIK3IP1 1 . . . . . . . . . . 1 . . . . . . . . . . . .
## RP3-400N23.6 . . . . . . . . . . . . . . . . . . . . . . . .
## PATZ1 . . . . . . . . . . . . . . . . . . . . . . . .
## DRG1 . . . . 1 . . . . . 1 . . . . . . . . . . . . .
## EIF4ENIF1 . . . . . . . . . . . . . . . . . . . . . . . .
## SFI1 . . . . . . . . . . . . . . 1 . . . 1 . . . . .
## PISD . . . . . . . . . . . . . . . . . . . . . . . .
## PRR14L . . . . . . . . . . . . . . . . . . . . . . . .
## DEPDC5 . . . . . . . . . . . . . . . . . . . . . . . .
## YWHAH . 1 . 1 . . . . . 1 . . . 1 . . . . 1 . . . 1 .
## RFPL2 . . . . . . . . . . . . . . . . . . . . . . . .
## RTCB 1 . 1 . . . . . . . . . . 1 . . 1 . . . 1 . . .
## FBXO7 . . . . . . . . . . . . . . . . . . . . . . 1 .
## LARGE . . . . . . . . . . . . . . . . . . . . . . . .
## HMGXB4 . . . . . . . . . . . . . . . . . . . . . . . .
## RP3-510H16.3 . . . . . . . . . . . . . . . . 1 . . . . . . .
## TOM1 . . . 1 . . . . . . . . . . . . . . . . . . . .
## HMOX1 . . . . . 1 . . . . . . . 1 . . . 1 1 . . . . .
## MCM5 . . . 1 . . . . . . . . . 1 . . . . . . 1 . . .
## APOL6 . . . . . . . . . . . . . . . . . . . . . . . .
## RBFOX2 . . . . . . . . . . . . . . . . . . . . . . . .
## APOL3 . 1 . . . . 1 1 . . . . . 1 . . . . . . . . . .
## APOL2 . . . . . . 1 . . . . . . . . . . . . . . . . .
## APOL1 . . . . . . . . . . . . . . . . . . . . . . . .
## MYH9 . . . 1 1 . . . 1 . 1 . . 1 . . . . . 1 2 . 3 .
## TXN2 1 2 . 1 . . . . . . 1 . 1 . . . . . 1 . 1 . . .
## FOXRED2 . . . . . . . . . . . . . . . . . . . . . . . .
## EIF3D 1 . . . . 1 . . . . . . . 1 . . 1 . . . 3 . 2 .
## IFT27 . . . . . . . . . . . . . . . . . . . . . . 1 .
## PVALB . . . . . . . . . . . . . . . . . . . . . . . .
## NCF4 . . . . . . . . . . . . . . . . 1 . . . . . 1 .
## CSF2RB . . . . . . . . . . . . . . . . . . 1 . . . . .
## TST . . . . . . . . . . . . . . . . . . . . . . . .
## MPST . . . . . . . 1 . . . . . . . . . . . . . . 1 .
## KCTD17 . . . . . . . . . . . . . . . . . . . . . . . .
## IL2RB . . 1 . 2 . . . . . . . . . . . . 1 . . . . . .
## C1QTNF6 . . . . . . . . . . . . . . . . . . . . . . . .
## SSTR3 . . . . . . . . . . . . . . . . . . . . . . . .
## RAC2 . 2 4 1 . 1 . . . 1 2 . . . . . . 1 1 . 6 1 2 1
## CYTH4 . 1 . . . . . . . . 1 . . . . . . . . . . . . .
## MFNG 1 . 2 . . . 1 . . . . 1 1 . 1 . . . . . 1 . 1 .
## CDC42EP1 . . . . . . . . . . . . . . . . . . . . . . . .
## LGALS2 . . . 2 . . . . . . . . . 6 . . 1 . 9 . . . . .
## GGA1 . . . . . . . 1 1 . . . . . . . . . 1 . . . . .
## SH3BP1 . . . 1 . . . . . 1 . 1 . 1 . . . . 1 1 . . . .
## LGALS1 1 . . 4 2 1 . . 1 3 . . . 15 1 . 3 . 36 . 1 1 . .
## NOL12 1 1 1 . . . . . . . . . . . . 1 . . . . . . . .
## TRIOBP . . . . . . . . . . . . . . . . . . 7 . . . . .
## H1F0 . . . . . . . . . . . . . . . . . . . . . . . .
## GCAT . . . . . . . . . . . . . . . . . . . . . . . .
## ANKRD54 . . . . . . . . . . . . . . . . . . . . . . . .
## EIF3L 2 1 1 . 1 . . 1 1 1 2 2 1 . 1 . 3 . 2 1 1 1 2 1
## MICALL1 . . . . . . . . . . . . . . . . . . . . . . . .
## POLR2F . 1 . 1 . . . . . . 1 . 1 . . . . 1 1 . . . . .
## PICK1 . . . . . . . . . . . . . . . . . . . . . . . .
## PLA2G6 . . . . . . . . . . . . . . . . . . . . . . . .
## MAFF . . . . . . . . . . . . . . . . . . . . . . . .
## TMEM184B . . . . . . . . . . . . . . . . . . . . . . . .
## CSNK1E . . . . . . . . . . . . . . . . . . . . . . . .
## DDX17 2 . . . . . . 1 . . . . . . . . . . . . 1 . . .
## DMC1 . . . . . . . . . . . . . . . . . . . . . . . .
## CBY1 . . . . . . . . . . . . . . . . . . . . . . . .
## TOMM22 1 . 1 . . . . 1 . 1 . 1 . 3 . 1 . . 1 . . . . 1
## JOSD1 . . . 1 . . . . . . . . . . . . . . . . . . . .
## GTPBP1 . . 1 . . . . . . . . . . . . . . . . . . . . .
## SUN2 . . 2 . . . . . . . . . 1 . . . . . . 1 . . . .
## RP3-508I15.19 . . . . . . . . . . . . . . . . . . . . . . . .
## RP3-508I15.21 . . . . . . . . . . . . . . . . . . . . . . . .
## RP3-508I15.22 . . . . . . . . . . . . . . . . . . . . . . . .
## DNAL4 . . . . . . . . . . . . . . . . . . . . . . . .
## NPTXR . . . . . . . . . . . . . . . . . . . . . . . .
## CBX6 . . . . 1 . . . . . . . 1 . . . . . 1 . . . . .
## APOBEC3A . . . . . . . . . . . . . 2 . . . . 1 . . . . .
## APOBEC3B . . . . . . . . . . . . . . . . . . 5 . . . . .
## APOBEC3C . . . . . . . . . . . . . . . . . . . . . . . .
## APOBEC3D . . . . . . . . 1 . . . . . . . . . . . . . . .
## APOBEC3F . . . . . . . . . . . . . . . . . . . . . . . .
## APOBEC3G 1 . . . . . 1 1 1 . . . . . . . . . 1 1 . . . .
## APOBEC3H . . . . . . . . 1 . . . . . . . . . . . . . . .
## CBX7 . . . 1 . . . . . . 1 . . . . . . . . . . . . .
## PDGFB . . . . . . . . . . . . . . . . . . . . . . . .
## RPL3 25 24 13 11 3 13 74 12 10 4 43 33 25 33 4 5 6 7 17 26 36 14 23 11
## SYNGR1 . . . . . . . . . . . . . . . . . . 1 . . . . .
## TAB1 . 1 . . . . . . . . . . . . . . . . . . . . . .
## MIEF1 . . . . . . . . . . . . . . . . . . . . 1 . . .
## ATF4 . 1 1 . . 1 . . . . . . . . . . . 1 1 1 1 . . .
## RPS19BP1 . 1 1 . . . 1 . . . . . . . . . . . 1 . 1 . 1 .
## CACNA1I . . . . . . . . . . . . . . . . . . . . . 1 . .
## GRAP2 . . . . . . . . . . . . . . . . . . . . . . . .
## TNRC6B . . . . . . . . . . . . . . . . . . . . . . . .
## ADSL . . . . . . . . . . . . . . . . . . . . . . 39 .
## SGSM3 . . 1 . . . . . . . . . . . . . . . . . . . . .
## RP5-1042K10.10 . . . . . . . . . . . . . . . . . . . . . . . .
## MKL1 . . . . . . . . . . . . . . . . . . . . . . . .
## SLC25A17 . . . . . . . . . . . . . . . . . . . . . . . .
## ST13 1 4 1 . . 1 1 1 . 1 2 1 1 1 . . 1 . 1 . 1 . 1 .
## XPNPEP3 . . . . . . . . . . . . . . . . . . . . . . . .
## RBX1 . . . 1 . . . . . 1 1 . 1 . . . 1 . 3 . 1 . . .
## EP300 . . . . . . . . 1 . . . . . . . . . . . . . . .
## L3MBTL2 . . . . . . 1 1 . . 1 . . . . . . . . . . . . .
## RANGAP1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZC3H7B . . . . . . . . . . . . . . . . . . . . . . . .
## TEF . . . . . . . . . . . . . . . . . . . . . . . .
## TOB2 . . . . . . . . . . . . . . . . . . . . . . . .
## PHF5A . 1 1 . . . 1 . . . . . . . . . . . . 1 2 . . .
## ACO2 . . . . . . . . . . . . . . . . . . . . . . . .
## POLR3H . . . . . . . . . . . . . . . . . . . . . . . .
## PMM1 . . . . . . 1 . . 1 . . . . . . . . . . . . . .
## DESI1 . . . 1 . . . . . . 1 . . . 1 . 1 . . . 1 . . .
## XRCC6 . . . . . . . . . . . . . 1 . 1 . . 1 . . . 1 .
## NHP2L1 1 1 . . . 1 . . . 2 3 . . 1 . . . 1 . 1 3 2 1 1
## C22orf46 . . . . . . . . . . . . . . . . . 1 . . . . . .
## MEI1 . 1 . . . . . . . . 1 . . . . . . . 1 . . . . .
## CCDC134 . . . . . . . . . . . . . . . . . . 1 1 . . . .
## RP5-821D11.7 . . . . . . . . . . . . . . . . . . . . . . . .
## SREBF2 . . . . . . . . . . . . . . . . . . . . . . . .
## CTA-250D10.23 . . . . . . . . . . . . . . . . . . . . . . . .
## TNFRSF13C . . . . . . . . . . . . . . . . . . . . . . . .
## CENPM . . . . . . . . . . . . . . . . . . . . . . . .
## WBP2NL . . . . . . . . . . . . . . . . . . . . . . . .
## NAGA . . . . . . . . . . . . . . . . . . 1 . . . . .
## FAM109B . . . . . . . . . . . . . . . . . . . . . . . .
## SMDT1 . . 2 2 . 3 . 1 1 . 1 1 . . . . . . 2 . 1 . . .
## NDUFA6 . . . 1 . . . . . . . . . . . . . . . . . . 2 .
## CYP2D6 . . . . . . . . . . . . . . . . . . . . . . . .
## TCF20 . . . . . . . . . . . . . 1 . . . . . . . . . .
## NFAM1 . . . . . . . . . . . . . . . . . . . . . . . .
## RRP7A 1 . . . . . . . . . . . . . . . . . . . 1 . . .
## SERHL2 . . . . . . . . . . . . . . . . . . . . . . . .
## POLDIP3 . . . . . . . . . . . . 1 . . . . . . . . . 1 .
## RNU12 . . . . . . . . . . . . . . . . . . . . . . . .
## CYB5R3 . . . . . . . . . . . . . . . . . . . . . . 1 .
## ATP5L2 . . . . . . . . . . . . . . . . . . . . . . . .
## ARFGAP3 . . . . . 1 . . . . . . . . . . . . . . . . . 1
## PACSIN2 . . . . . . . . . . . . . 1 . . . . . . 1 . . .
## TTLL1 . . . . . . . . . . . . . . . . . . . . . . . .
## BIK . . . . . . . . . . . . . . . . . . . . . . . .
## MCAT . . . . . . . . . . 1 . . . . . . . . . . . . .
## TSPO 1 1 . . . . . 1 . . . . . 1 . . 4 . 3 1 1 1 2 1
## TTLL12 . . . . . . . . . . . . . . . . . . . . 1 . . .
## SAMM50 . . . . . . . . . . 1 . . . . . . . . . . . 1 .
## PARVB . . . . . . . . . . . . . . . . . . . . . . . .
## PARVG . . . 1 . . 1 . . . . . . . . . . . . 1 . . . .
## LDOC1L . . . . . . . . . . . . . . . . . . . . . . . .
## PRR5 1 . 1 . . . . . . . . . . . . . . . . . . . . .
## CTA-217C2.1 . . . . . . . . . . . . . . . . . . . . . . . .
## NUP50 . . . . . . . . . . . . . . . . . . . 1 . . . .
## KIAA0930 . . . . . . . . . . . . . . . . . . . . . . . .
## UPK3A . . . . . . . . . . . . . . . . . . . . . . . .
## FAM118A . . . . . . . . . . . . . . . . . . . . . . . .
## ATXN10 . 1 . . . . 1 . . . . . . . . . . . . 2 . . . .
## CITF22-92A6.1 . . . . . . . . . . . . . . . . . 1 . . . . . .
## C22orf26 . . . . . . . . . . . . . . . . . . . . . . . .
## RP6-109B7.3 . . . . . . . . . . . . . . . . . . . . . . . .
## FLJ27365 . . . . . . . . . . . . . . . . . . . . . . . .
## PPARA . . . . . . . . . . 1 . . . . . . . . . . . . .
## CDPF1 . . . . . . . 1 . . . . . . . . . . . . . . . .
## TTC38 . . . . . . . . . . . . . . . . . . . . . . . .
## GTSE1 . . . . . . . . . . . . . . . . . . . . . . . .
## TRMU . . . . . . . . . . . 1 . . . . . . . . . . . .
## CELSR1 . . . . . . . . . . . . . . . . . . . . . . . .
## GRAMD4 . . . . . . . . . . . . . . . . . . . . . . . .
## CERK . . . . . 1 . . . . . . . . . . . . . . . . . .
## CTA-29F11.1 . . . . . . . . . . . . . 1 . . 1 . . . . . . .
## TBC1D22A . 1 . 1 . . . . . . 1 . 1 . . . . . . . 1 . . .
## LL22NC03-75H12.2 . . . . . . . . . . . . . . . . . . . . . . . .
## C22orf34 . . . . . . . . . . . . . . . . . . . . . . . .
## RP1-29C18.10 . . . . . . . . . . . . . . . . . . . . . . . .
## BRD1 . . . . . . . . . . . . . . . . . . . . . . . .
## ZBED4 . . . . . . . . . . . . . . . . . . . . . . . .
## ALG12 . . . . . . . . . . . . . . . . . . . . . . . .
## CRELD2 . . 1 . . . . . . . . . . . . . . . . . . . . .
## PIM3 . . . . . . . . . . . . 1 . . . . . . . . . . .
## MLC1 . . . . . . . . . . . . . . . . . . . . . . . .
## MOV10L1 . . . . . . . . . . . . . . . . . . . . . . . .
## TRABD . . 1 1 . . . . . . . . . . . . . . 1 . 2 . . .
## RP3-402G11.25 . . . . . . . . . . . . . . . . . . . . . . . .
## RP3-402G11.26 . . . . . . . . . . . . . . . . . . . . . . . .
## SELO . . . . . . . . . . . . . . . . . . . . . . . .
## TUBGCP6 . . . . . . . . . . . . . . . . . . . . . . . .
## HDAC10 . . . 1 . 1 . . . . 1 . . . . . . . . . . . . .
## MAPK11 . . . . . . . . . . . . . . . . . . . . . . . .
## PLXNB2 . . . 1 . . . . . . . . . . . . . . . . . . . .
## DENND6B . . . . . . . . . . . . . . . . . . 2 . . . . .
## PPP6R2 . . . . . . . . . . . . . . . . . . . . . . . .
## SBF1 1 . . . . . 1 . . . . . . . . . . . . . . . . .
## LMF2 . . . . . . . . . . . . . . 1 . . . . . . . . .
## NCAPH2 . . . . . . . . . . . . . . . . . . . . . . . .
## SCO2 . . . 1 . . . . . . . . 1 1 . . . . 2 . . . . .
## CTA-384D8.36 . . . . . . . . . . . . . . . . . . . . . . . .
## TYMP . . . 3 . . 1 . . 3 1 1 . 4 . . 2 . 8 . . . . .
## ODF3B . . . 1 . . . . . . . . . 1 . . . . . . . . . .
## CTA-384D8.35 . . . . . . . . . . . . . . . . . . . . . . . .
## CTA-384D8.34 . . . . . . . . . . . . . . . . . . . . . . . .
## KLHDC7B . . . . . . . . . . . . . . . . . . . . . . . .
## SYCE3 . . . . . . . . . . . . . . . . . . . . . . . .
## CPT1B . . . . . . . . . . . . . . . . . . . . . . . .
## CHKB . . . . . . . . . . . . . . . . . . . . . . . .
## CHKB-AS1 . . . . . . . . . . . . . . . . . . . . . . . .
## ARSA . . . . . . . . . . . . . . . . . . . . . . . .
## RABL2B . . . . . . . . . . . . . . . . . . . . . . . .
## RBM11 . . . . . . . . . . . . . . . . . . . . . . . .
## HSPA13 . . . . . . . . . . . . . . . . . . . . . . . .
## SAMSN1 . . . . . 1 . . . . . . . . . . . . 1 . 1 . . .
## AF127936.7 . . . . . . . . . . . . . . . . . . . . . . . .
## NRIP1 . . . . . . . . . . . . . . . . . . . . . . . .
## USP25 . . . . . . . . . . . . 1 . . . . . . . . . . .
## BTG3 . . . . . . . . . . . . . . . . . 1 . 1 . . . .
## C21orf91 . . . . . . . . . . . . . . . . . . . . . . . .
## AP000476.1 . . . . . . . . . . . . . . . . . . . . . . . .
## MIR155HG . . . . . . . . . . . . . . . . . . . . . . . .
## MRPL39 . . . . . . . . . . . . . 1 . . . . . . . . . .
## ATP5J . . 1 . . . . 1 . . 1 1 1 . . . . 1 2 . 3 . . .
## GABPA 1 . . . . . . . . . . . . . . . . . . . . . . .
## APP . . . . . . . . . . . . . . . . . . . . . . . .
## AF131217.1 . . . . . . . . . . . . . . . . . . . . . . . .
## N6AMT1 . . . . . . . . . . 1 . . . . . . . . . . . . .
## LTN1 1 . . . . 1 . . . . . . . . . . . . . . . . 1 .
## RWDD2B . . . . . . . . . . . . . . . . . . . . . . . .
## RP1-100J12.1 . . . . . . . . . . . . . . . . . . . . . . . .
## USP16 . . . . . . 1 1 . . . . . . . . . . . . . . . .
## CCT8 . 1 2 . . 1 . . . . 2 . 1 . . . . . . . . . . .
## MAP3K7CL . . . . . . . . . . . . . . . . . 1 . . . . . .
## BACH1 . . . . . 1 . . . . . . . . . . . . . . . . . .
## TIAM1 . . . . . . . . . . . . . . . . . . . . . . . .
## SOD1 1 1 1 1 . . . 2 . . . 4 2 1 . . . . . . 1 . 1 1
## AP000254.8 . . . . . . . . . . . . . . . . . . . . . . . .
## SCAF4 . . . . . . . . . . . . . . . . . . . . . . . .
## MIS18A . . . . . . . . . . . . . . . . . . . . . . 1 .
## URB1 . . . . . . . . . . . . . . . . . . . . . . . .
## C21orf119 . . . . . . . . . . . . . . . . . . . . . . . .
## EVA1C . . . . . . 1 . . . . . . . . . . . . . . . . .
## TCP10L . . 1 . . . . . . . . . . . . . . . . . . . . .
## C21orf59 . . . 1 . . 1 . . . . . . . 1 . . . . . . . . .
## SYNJ1 . . . . . . . . . . . . . . . . . . . . . . . .
## PAXBP1-AS1 . . . . . . . . . . . . . . . . . . . . . . . .
## PAXBP1 . . . . . . . . . . . . . . . . . . . . . . . .
## C21orf49 . . . . . . . . . . . . . . . . . . . . . . . .
## OLIG1 . . . . . . . . . 1 . . . . . . . . . . . . . .
## IFNAR2 . . . . . . . 2 . . . . . . . . . . . . . . . .
## IL10RB-AS1 . . . . . . . . . . . . . . . . . . . . . . . .
## IL10RB . . . 1 . . . 1 . . . . . . . . . . . . . . . .
## IFNAR1 . . . . 1 . . . . . . . . . . . . . . . . . . .
## IFNGR2 . . . 2 . . 1 . . . . . . . . . . . . . . . . .
## TMEM50B . . . . . . . . . . . . . . . . . . . . 1 . . .
## DNAJC28 . . . . . . . . . . . . . . . . . . . . . . . .
## GART . . . . . . . . . . . . . . . . . . . . . . . .
## SON . . . 2 . . . . . . 1 . . 1 . . . . 1 1 2 . . .
## DONSON . . . . . . . . . . . . . . . . . . . . . . . .
## CRYZL1 . . . . . . . . . . . . . . . . . . . . . 1 . .
## ITSN1 . . 1 . . . . . . . . . . . . . . . . . . . . .
## ATP5O . 1 . 1 . 35 . . . . 3 2 . . . . . . 1 1 . . . .
## LINC00649 . 1 . . . . . . . . . . . . . . . 1 . . . . . .
## MRPS6 . . 1 . . . . . . . 1 . . . . . . . . . 1 . . .
## SMIM11 . . . . . . . . . . . 2 . . . . . . . . . . . .
## KCNE1 . . . . . . . . . . . . . . . . . . . . . . . .
## RCAN1 . . . . . . . . . . . . . . . . . . . . . . . .
## RUNX1 . . . 1 . . . . . . . . . . . . . . . . . . . .
## SETD4 . . . . . . . . . . . . . . . . . . . . . . . .
## CBR1 . . . . . . . . . . . . 1 . . . . . 1 . . . . .
## CBR3 . . . . . . . . . . . . . . . . . . . . . . . .
## DOPEY2 . 1 . . . . . . . . 1 . . . . . . . . . . . . .
## AP000692.10 . . . . . . . . . . . . . . . . . . . . . . . .
## MORC3 . . . . . . . . . . . . . . . . . . . . . . . .
## CHAF1B . . . . . . . . . . . . . . . . . . . . . . . .
## HLCS . . . . . . . . . . . . . . . . . . . . . . . .
## PIGP . . . . . . . . . . . . . . 1 . . . . . . . . .
## TTC3 1 . . . . . . . . . . . . 1 . . . . . . . . 1 .
## DSCR9 . . . . . . . . . . . . . . . . . . . . . . . .
## DSCR3 . . . . . . . . . . . 1 . . . . 1 . . . 1 . . .
## AP001412.1 . . . . . . . . . . . . . . . . . . . . . . . .
## DYRK1A . . . 1 . . . . . . . . . . . . . . . . . . . .
## ETS2 . . . . . . . . . . . . . . . . . . . . . . . .
## PSMG1 . . . . . . . . . . 1 . . . . . . . . 1 . . . .
## BRWD1 . 1 . . . . . . . . . . . . . . . . . . . . . .
## HMGN1 1 . 1 1 . . . . 1 . 1 3 2 . . . . . . 1 2 2 2 1
## WRB . 1 . . . . . . . . . . . . . . . . . 1 . . . .
## BACE2 . . . . . . . . . . . . . . . . . . . . . . . .
## FAM3B . . . . . . . . . . . . . . . . . . . . . . . .
## MX2 . . . . . . . . . . 1 . . . . . . . . . . . . .
## MX1 . . . 1 . . . . . . 1 . 1 . . . . . . . 1 . 1 .
## AP001610.5 . . . . . . . . . . . . . . . . . . . . . . . .
## PRDM15 . . . . . . . . . . . . . . . . . . . . . . . .
## C2CD2 . . . . . . . . . . . . . . . . . 1 . . . . . .
## ZBTB21 . . . . . . . . . . . . . . . . . . . . . . . .
## ABCG1 . . . . . . . . . . . . . . . . . . . . . . . .
## TMPRSS3 . . . . . . . . . . . . . . . . . . . . . . . .
## UBASH3A . . 2 . . . . . . . . . . . . . . 1 . 1 . . . .
## SLC37A1 . . . . . . . . . . . . . . . . . . . . . . . .
## PDE9A . . . . . . . . . . . . . . . . . . . . . . . .
## WDR4 . . . . . . . . . . . . . . . . . . . . . . . .
## NDUFV3 . 1 . . . . . . . . . . . . . . . . . . . . . .
## PKNOX1 . . 1 . . . . . . . . . . . . . . . . . . . . .
## U2AF1 . . . 1 . 1 . . . . . . . 1 . . . . . . . . 2 .
## AP001046.5 . . . . . . . . . . . . . . . . . . . . . . . .
## AP001046.6 . . . . . . . . . . . . . . . . . . . . . . . .
## SIK1 . . . . . . . . . . . . . 1 . . . . . . 1 . . .
## HSF2BP . . . . . . . . . . . . . . . . . . . . . . . .
## RRP1B . . . . . . . 1 . . 1 . . . . . . . . . . . . .
## PDXK . . . . . . . . . . . . . . . . . . . . . . . .
## CSTB . 1 . 1 1 2 . . . 1 . . . . . . . . 7 1 . . . .
## RRP1 . . . . . . . . . . . . . . . . . . . . . . 1 .
## AP001053.11 . . . . . . . . . . . . . . . . . . . . . . . .
## AGPAT3 . . . . . . . . . . . . . . . . . . . . . . . .
## TRAPPC10 . . . . . . . . . . . . . . . . . . 1 . . . . .
## PWP2 . . . . . . . . . . . . . . . . . . . . . . . .
## C21orf33 . 1 . 1 . . . . . . 1 . 1 . . . . . . . . . . .
## AP001055.6 . . . . . . . . . . . . . . . . . . . . . . . .
## AP001058.3 . . . . . . . . . . . . . . . . . . . . . . . .
## ICOSLG . . . . . . . . . . 1 . . . . . . . . . . . . .
## AIRE . . . . . . . . . . . . . . . . . . . . . . . .
## PFKL . . . . 1 . . . . . . . . . . . . . . . 2 . . .
## C21orf2 . . . . . . . . . . . . . . . . . . 1 . . . . .
## AP001062.7 . . . . . . . . . . . . . . . . . . . . . . . .
## TRPM2 . . . . . . . . 1 . . . . . . . . . . . . . . .
## LRRC3 . . . . . . . . . . . . . . . . . . . . . . . .
## UBE2G2 . . . . . . . . . . 1 . . . . . . . . . . . . .
## SUMO3 . . . 1 . . 2 . . . . . . . . . . . . 1 1 . 1 .
## PTTG1IP . . . . . . . . . . . . . . . . . . . 1 . . . .
## ITGB2 . 2 . 1 2 . . . . 1 1 1 . 1 1 . 1 . 1 . 10 . . .
## ITGB2-AS1 . 1 . 1 . . 1 . 1 1 . . . . . . . . 1 . . . . .
## LL21NC02-1C16.2 . . . . . . . . . . . . . . . . . . . . . . . .
## FAM207A . . . . . . . . . . . . . . . . . . . . 15 . . .
## ADARB1 . . . . . . . . . . . . . . . . . . . . . . . .
## POFUT2 . . . . . . . . . . . . . . . . . . 1 . . . . .
## COL18A1 . . . . . . . . . . 1 . . . . . . . . . . . . .
## SLC19A1 . . . . . . . . . . . . . . . . . . . . . . . .
## PCBP3 . . 1 . . . . . . . . . . . . . . . . . . . . .
## COL6A1 . . . . . . . . . . . . . . . . . . . . . . . .
## COL6A2 . . . . . . . . . . . . . . . . . . . . . . . .
## SPATC1L . . . . . . . . . . 1 . . . . . . . . . . . . .
## LSS . . . . . . . . . . . . . . . . . . . . . . . .
## MCM3AP-AS1 . . . . . . . . . . 1 . . . . . . . . . . . . .
## MCM3AP . . . . . . . . . . . . . . . . . . . . . . . .
## AP001469.9 . . . . . . . . . . . . . . . . . . . . . . . .
## YBEY . 1 . . . . . . . . . . . . . . . . . . . . . .
## C21orf58 . . . . . . . . . . . . . . . . . . . . . . . .
## PCNT . . . . . . . . . . . . . . . . . . . . . . . .
## DIP2A . . . . . . . . . . . . . . . . . . . . . . . .
## S100B . . . . . . . . . . . . . . . . . . . . . . . .
## PRMT2 . . 1 . . . . 1 . . . . . . . . . . . 1 . . . .
## MT-ND1 8 8 4 5 1 4 8 7 . . 12 6 1 6 6 1 3 1 9 5 10 5 8 .
## MT-ND2 3 10 2 5 . 3 18 16 . 3 7 1 1 2 4 3 5 10 4 3 7 2 9 2
## MT-CO1 25 44 7 12 7 19 10 6 4 6 27 10 7 15 5 3 17 15 28 20 17 10 25 8
## MT-CO2 10 53 2 7 . 2 15 5 3 10 4 1 2 3 5 3 8 11 6 9 8 11 10 .
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 6 12 . 5 . 1 3 5 . 5 1 . 1 3 2 4 3 8 . 1 3 2 2 1
## MT-CO3 5 15 4 4 1 . 10 10 2 4 17 4 5 7 1 1 30 3 5 5 8 4 11 2
## MT-ND3 1 2 . . . . 1 . 3 . . . 1 . . . 1 . . . 1 . 1 1
## MT-ND4L . . . 1 . . . . . . 1 1 1 . . . 2 . . . 1 . . .
## MT-ND4 10 33 3 3 . 4 8 13 2 3 15 1 3 5 3 2 8 10 6 2 11 7 8 2
## MT-ND5 1 1 2 2 2 . 2 1 . 1 3 . 1 1 . 1 . . . . 3 . 2 .
## MT-ND6 . . . . . . . . . . . 1 . . . . . . . . . . . .
## MT-CYB 4 8 4 2 1 3 8 7 1 . 16 1 3 1 1 1 3 1 6 5 7 3 9 1
## AC145212.1 . . . . . . . . . . . . . . . . . . . . . . . .
## AL592183.1 . 1 . . . . . . . . . . . . . . . . . . . . . .
## AL354822.1 . . . . . . . . . . . . . . . . . . . . . . . .
## PNRC2.1 . . . . . . . . . . . . . . . . . . . . . . . .
## SRSF10.1 . . . . . . . . . . . . . . . . . . . . . . . .
##
## HMHA1 . . 1 . . 1 . . ......
## POLR2E . 1 . 1 1 . . . ......
## GPX4 2 . . . 14 1 1 3 ......
## SBNO2 . . . . . . . . ......
## STK11 . . . . . . . . ......
## ATP5D 5 1 1 2 4 . . 2 ......
## MIDN . . . 1 1 . . 1 ......
## CIRBP 2 1 1 1 1 5 2 5 ......
## C19orf24 1 . . . . . . 9 ......
## MUM1 . . . . . . . . ......
## NDUFS7 1 1 1 . . 1 1 1 ......
## GAMT . . . . . 1 . . ......
## DAZAP1 . . . 1 . . . . ......
## RPS15 7 9 8 10 27 20 7 6 ......
## AC027307.3 . . . . . . . . ......
## C19orf25 . . . . . . . . ......
## PCSK4 . . . . . . . . ......
## REEP6 . . . . . . . . ......
## ADAMTSL5 . . . . . . . . ......
## MBD3 . . . . . . . . ......
## UQCR11.1 2 2 . . 2 2 . 4 ......
## TCF3 . . . . . . . . ......
## ATP8B3 . . . . . . . . ......
## REXO1 . . . . . . . . ......
## KLF16 . . . . . . . . ......
## CTB-31O20.2 . . . 1 . . . . ......
## ABHD17A . . . . . . . . ......
## SCAMP4 . . . . . . . . ......
## ADAT3 . . . . . . . . ......
## CSNK1G2 . . . . . . . . ......
## BTBD2 . . . . . . . . ......
## AC005306.3 . . . . . . . . ......
## MKNK2 . . . . . . . . ......
## MOB3A . . . . 1 . . . ......
## IZUMO4 . . . . . . . . ......
## AP3D1 . . . . . . . . ......
## DOT1L . . . . . . . . ......
## PLEKHJ1 . . . . . . . . ......
## SF3A2 . . . . . . . 1 ......
## JSRP1 . . . . . . . . ......
## OAZ1 10 1 . 2 25 5 6 24 ......
## C19orf35 . . . . . . . . ......
## LINGO3 . . . . . . . . ......
## LSM7 . 1 . . . . . . ......
## TIMM13 . . 1 . . 1 . . ......
## LMNB2 . . . . . . . . ......
## GADD45B . . . 1 . . . . ......
## GNG7 . 1 . . . . . . ......
## DIRAS1 . . . . . . . . ......
## SLC39A3 . . . . . . . . ......
## SGTA . . . 1 . . . . ......
## THOP1 . . . . . . . . ......
## ZNF554 . . . . . . . . ......
## ZNF555 . . . . . . . . ......
## ZNF57 . . . . . . . . ......
## ZNF77 . . . . . . . . ......
## TLE2 . . . . . . . . ......
## AC005944.2 . . . . . . . . ......
## AES 2 . 1 1 1 . 2 1 ......
## GNA11 . . . . . . . . ......
## GNA15 . . . . . . . . ......
## S1PR4 1 . . . 1 . . . ......
## NCLN . . . . . . . . ......
## NFIC . . . . . . . . ......
## C19orf77 . . . . . . . . ......
## DOHH . . . . . . . . ......
## FZR1 . 1 . . . . . . ......
## MFSD12 . . . . . . . . ......
## HMG20B . . . . . . . . ......
## TBXA2R . . . . . . . . ......
## CACTIN . . . . . . . . ......
## PIP5K1C . . . . . . . . ......
## TJP3 . . . . . . . . ......
## APBA3 . . . . 1 . . . ......
## MRPL54 1 . . . . . . . ......
## MATK . . . . . . . . ......
## ZFR2 . . . . . . . . ......
## DAPK3 . . . . . . . . ......
## EEF2 3 5 . 4 4 4 . 3 ......
## PIAS4 . . . . . . . . ......
## AC016586.1 . . . . . . . . ......
## ZBTB7A . . . . . . . . ......
## MAP2K2 . . . . . . . . ......
## SIRT6 . . . . . . . . ......
## EBI3 . . . . . . . . ......
## CCDC94 . . . . . . . . ......
## TMIGD2 . . . . . . . . ......
## FSD1 . . . . . . . . ......
## STAP2 . . . . . . . . ......
## MPND . . . . . . . . ......
## SH3GL1 . . . . . . . . ......
## CHAF1A . . . . . . . . ......
## UBXN6 . . . . . . . . ......
## HDGFRP2 . . . . . . . 1 ......
## PLIN5 . . . . . . . . ......
## LRG1 . . . . . . . . ......
## SEMA6B . . . . . . . . ......
## TNFAIP8L1 . . . . . 1 . . ......
## C19orf10 . . . . 3 . . . ......
## DPP9 . . . 1 . . . . ......
## FEM1A . . . . . . . . ......
## AC005523.2 . . . . . . . . ......
## TICAM1 . . . . . . . . ......
## CTC-518P12.6 . . . . . . . . ......
## PLIN3 . . . . . 1 . . ......
## ARRDC5 . . . . . . . . ......
## KDM4B . . . . . . . . ......
## SAFB2 . . . . . 1 1 . ......
## SAFB . . . . . . . 1 ......
## RPL36 4 7 14 12 19 12 7 3 ......
## C19orf70 . 1 . . . . . . ......
## HSD11B1L . . . . . . . 1 ......
## LONP1 . 1 . . . . . . ......
## PRR22 . . . . . . . . ......
## DUS3L . . . . . . . . ......
## AC024592.12 . . . . . . . . ......
## NDUFA11 2 . . 1 . . . 1 ......
## VMAC . . . . . . . . ......
## AC104532.4 . . . . 1 . . . ......
## CAPS . . . . . . . . ......
## RANBP3 . . . . . . . . ......
## RFX2 . . . . . . . . ......
## CTC-503J8.6 . . . . . . . . ......
## CLPP . . 1 . . 1 . . ......
## ALKBH7 . . . 1 1 2 1 1 ......
## PSPN . . . . . . . . ......
## GTF2F1 2 . . . 1 . . . ......
## KHSRP . . . . . . . . ......
## SLC25A23 . . . . . . . . ......
## CRB3 . . . . . . . . ......
## DENND1C . . . . . . . . ......
## TUBB4A . . . . . . . . ......
## CD70 . . . . . . . . ......
## TNFSF14 . . . . . . . . ......
## C3 . . . . . . . . ......
## GPR108 . . . . 1 . . . ......
## TRIP10 . . . . . . . . ......
## SH2D3A . . . . . . . . ......
## VAV1 . . . . . . . 3 ......
## EMR1 . . . . . . . 1 ......
## ZNF557 . . . . . . . . ......
## INSR . . . . . . . . ......
## CTB-133G6.1 . . . . . . . . ......
## CTB-133G6.2 . . . . . . . . ......
## ARHGEF18 . . . . . . . . ......
## PEX11G . . . . . . . . ......
## ZNF358 . . . . . . . . ......
## MCOLN1 . . . . . 1 . . ......
## PNPLA6 . . . . . . . . ......
## XAB2 . . . . . . 1 . ......
## PET100 . 1 . . . . . 1 ......
## CTD-3214H19.4 . . . . . . . . ......
## PCP2 . . . . . . . . ......
## STXBP2 . 1 . . 1 . . 1 ......
## RETN 2 . . . . . . . ......
## C19orf59 2 . . . . . . . ......
## TRAPPC5 1 . . . 1 1 1 1 ......
## FCER2 . 1 . . . . . . ......
## CLEC4G . . . . . . . . ......
## EVI5L . . . . . . . . ......
## MAP2K7 . . . . . . . . ......
## TGFBR3L . . . . . . . . ......
## SNAPC2 1 . . . . . . . ......
## TIMM44 . . . . . . . . ......
## ELAVL1 . . . . . . . . ......
## CTD-2325M2.1 . . . . . . . . ......
## CERS4 . . . . . . . . ......
## CD320 . . . . . . . . ......
## NDUFA7.1 1 . . . 1 . 1 . ......
## RPS28 5 10 6 14 20 10 5 7 ......
## KANK3 . . . . . . . . ......
## RAB11B-AS1 . . . . . . . . ......
## RAB11B . . . 1 . 1 . . ......
## MARCH2 . . . . . . . 1 ......
## HNRNPM . 1 . . . . . . ......
## PRAM1 2 . . . . . . 1 ......
## ZNF414 . . . . . . . . ......
## MYO1F . . . 1 6 . . . ......
## ADAMTS10 . . . . . . . . ......
## ZNF558 . . . . . . . . ......
## ZNF317 . . . . . . . . ......
## ZNF699 . . . . . . . . ......
## ZNF559 . . . . . . . . ......
## ZNF266 . . . . . . . . ......
## ZNF426 . . . . . . . . ......
## ZNF121 . . . . . . . . ......
## ZNF561 . . . . . . . . ......
## C19orf82 . . . . . . . . ......
## ZNF562 . . . . . . . . ......
## ZNF846 . . . . . . . . ......
## FBXL12 . . . . . . . . ......
## UBL5 1 1 . . 1 1 . 1 ......
## CTD-2623N2.11 . . . . . . . . ......
## PIN1 . . . . 1 . . . ......
## OLFM2 . . . . . . . . ......
## C19orf66 . . . 1 1 1 4 . ......
## ANGPTL6 . . . . . . . . ......
## PPAN . . . . . . . . ......
## P2RY11 . . . . . . . . ......
## EIF3G 2 . . 2 2 . 1 . ......
## DNMT1 . . . . 1 . . . ......
## CTD-2369P2.2 . . . . . . . . ......
## MRPL4 . . . 1 . . . . ......
## ICAM1 . . . . . . . . ......
## ICAM4 . . . . . . . 1 ......
## ZGLP1 1 . . . . . . . ......
## FDX1L . . . . . . . . ......
## RAVER1 1 . . . . . . . ......
## ICAM3 1 . . 2 2 1 1 3 ......
## TYK2 . . . . . . . . ......
## CDC37 1 . . . . . . . ......
## PDE4A . . . . . . . . ......
## KEAP1 . . . . . . 1 . ......
## S1PR5 . . . . . . . . ......
## ATG4D . . . . . . . . ......
## KRI1 . . 1 . . . . . ......
## CDKN2D . . . . . 2 . . ......
## SLC44A2 . 1 . . 3 . . . ......
## ILF3-AS1 . . . . 1 2 . . ......
## ILF3 . . . . 1 . . . ......
## QTRT1 . . . . 1 . . . ......
## DNM2 . . . . . . . . ......
## TMED1 . . . . . . . . ......
## C19orf38 . . . . . . . . ......
## CARM1 . . . . . . . . ......
## YIPF2 . . . . . . . . ......
## C19orf52 . . . . . . . . ......
## SMARCA4 . . . . . . . . ......
## LDLR . . . . . . . . ......
## RAB3D . . . . . . . . ......
## TMEM205 . . . . . . . . ......
## CCDC159 . . . . . . . . ......
## DKFZP761J1410 . . . . . . . . ......
## SWSAP1 . . . . . . . . ......
## EPOR . . . . . . . . ......
## CCDC151 . . . . . . . . ......
## PRKCSH . . 1 1 . . . . ......
## ZNF653 . . . . . . . . ......
## ECSIT . . . . . . . 1 ......
## ELOF1 . . . . . . . . ......
## ZNF627 . . . . . . . . ......
## ACP5 . . . . . . . . ......
## ZNF823 . . . . . . . . ......
## ZNF441 . . . . . . . . ......
## ZNF440 . . . . . . . . ......
## ZNF439 . . . . . . . . ......
## ZNF69 . . . . . . . . ......
## ZNF700 . . . . . . . . ......
## ZNF763 . . . . . . . . ......
## ZNF433 . . . . . . . . ......
## ZNF844 . . . . . . . . ......
## ZNF625 . . . . . . . . ......
## ZNF136 . . . . . . . . ......
## CTD-2666L21.1 . . . . . . . . ......
## ZNF44 . . . . . . . . ......
## ZNF563 . . . . . . . . ......
## ZNF442 . . . . . . . . ......
## ZNF799 . . . . . . . . ......
## ZNF443 . . . . . . . . ......
## ZNF709 . . . . . . . . ......
## ZNF564 . . . . . . . . ......
## ZNF490 . . . . . . . . ......
## ZNF791 . . . . . . . . ......
## CTD-2192J16.22 . . . . . . . . ......
## MAN2B1 . . . . . . . . ......
## WDR83 . . . . . . . . ......
## WDR83OS . 1 . . 5 . . 10 ......
## DHPS . . . . . . . . ......
## FBXW9 . . . . . . . 1 ......
## TNPO2 . . . . . . . . ......
## C19orf43 . 2 . 1 5 . . 2 ......
## ASNA1 . 1 . . . . . . ......
## HOOK2 . . . . . . . . ......
## CTD-2659N19.9 . . . . . . . . ......
## JUNB 15 3 5 13 25 12 4 10 ......
## PRDX2 . . 1 2 . 1 . . ......
## RNASEH2A . 1 . . . . . . ......
## DNASE2 . . . . 1 . . . ......
## GCDH . . . . . . 1 . ......
## FARSA . 1 . . . . . . ......
## CALR . . . . . . 1 1 ......
## CTC-425F1.4 . . . . . . . . ......
## RAD23A . . . . . 8 . . ......
## GADD45GIP1 . . . 2 1 . 1 . ......
## NFIX . . . . . . . . ......
## LYL1 . 1 . . 2 . . 1 ......
## TRMT1 . . . . . . . . ......
## NACC1 . . . . . . . . ......
## STX10 . . . . . . . 1 ......
## IER2 1 . . 2 . . . 2 ......
## CTC-250I14.6 . . . . . . . . ......
## CACNA1A . . . . . . . . ......
## CCDC130 . . . . . . . . ......
## MRI1 . . . . . . . . ......
## C19orf53 . . . 3 1 . . . ......
## ZSWIM4 . . . . . . . . ......
## MIR24-2 . . . 1 . 1 . 1 ......
## CC2D1A . . . . . . . 1 ......
## DCAF15 . . . . . . . . ......
## RFX1 . . . . . . . . ......
## CTB-55O6.4 . . . . . . . . ......
## IL27RA . . . . . 2 . . ......
## hsa-mir-1199 . . . . . . . . ......
## SAMD1 . . . . . . . . ......
## PRKACA . . . . . . . . ......
## ASF1B . . . . . . . . ......
## CTB-55O6.12 1 . . . . . . . ......
## LPHN1 . . . . . . . . ......
## CD97 . . . . 2 . . 1 ......
## DDX39A . . . . 1 . . . ......
## PKN1 1 . . . 2 . . 2 ......
## GIPC1 . . . . . . . . ......
## DNAJB1 . . 1 . 1 . . 1 ......
## TECR . . 1 . . . . . ......
## NDUFB7 . . . . 2 . . 2 ......
## CLEC17A . . . . . . . . ......
## EMR3 . . . . . . . . ......
## ZNF333 . . . . . . . . ......
## EMR2 . . . . . . . 2 ......
## ILVBL . . . . . . . . ......
## EPHX3 . . . . . . . 1 ......
## AC004257.3 . . . . . . . . ......
## BRD4 . . . . . . 1 1 ......
## AKAP8 . . . . . . . . ......
## AKAP8L . . . . 1 . . . ......
## WIZ . . . . . . . . ......
## RASAL3 . . . . . . . . ......
## PGLYRP2 . . . . . . . . ......
## CYP4F22 . . . . . . . . ......
## TPM4 . . . . . . . . ......
## RAB8A . . . 1 2 . . . ......
## CTD-2231E14.8 . . . . . . . . ......
## HSH2D 1 . . . 1 . . 1 ......
## FAM32A . . . 1 . . . 1 ......
## AP1M1 1 . . . . . . . ......
## CTD-2562J15.6 . . . . . . 1 . ......
## KLF2 . . . . 5 1 1 2 ......
## EPS15L1 1 . . . . . . . ......
## C19orf44 . . . . . . . . ......
## CHERP . . . . . . . . ......
## SLC35E1 . . . . . . . 1 ......
## MED26 . . . . . . . . ......
## SMIM7 . . . . . . . 1 ......
## TMEM38A . . . . . . . . ......
## SIN3B . . . . . . . . ......
## CPAMD8 . . . . . . . . ......
## HAUS8 . . . . . . . . ......
## MYO9B 1 . . . 1 . . . ......
## USE1 1 1 . . . . . . ......
## OCEL1 . . 1 . . 1 . . ......
## NR2F6 . . . . . . . . ......
## BABAM1 . . . . 1 . 1 . ......
## ANKLE1 . . . . . . . . ......
## ABHD8 . . . . 1 . . . ......
## MRPL34 . . 1 . 2 . . . ......
## DDA1 . . . . . . . . ......
## GTPBP3 . . . . 1 . . . ......
## PLVAP . . . . . . . . ......
## BST2 . 2 1 . 1 . 3 1 ......
## CTD-2521M24.9 . . . 1 . . . . ......
## MVB12A . . . . . . . . ......
## SLC27A1 . . . . . . . . ......
## CTD-3131K8.2 . . . . . . . . ......
## PGLS 1 . . . 3 . 2 2 ......
## FAM129C . . . . . . . . ......
## COLGALT1 . . . . . . . . ......
## MAP1S . . . . . . . . ......
## FCHO1 . . . . . . . . ......
## INSL3 . . . . . . . . ......
## JAK3 . . . . . . . . ......
## RPL18A 8 18 10 22 35 23 10 15 ......
## CCDC124 . . . . . . . . ......
## KCNN1 . . . . . . . . ......
## ARRDC2 . 1 . 1 . . . 1 ......
## IL12RB1 . . . . . . . . ......
## MAST3 . . . . . . . . ......
## PIK3R2 . . . . . . . . ......
## IFI30 1 . . . . . . . ......
## MPV17L2 . . . 1 . . . . ......
## RAB3A . . . . . . . . ......
## PDE4C . . . . . . . . ......
## KIAA1683 . . . . . . . . ......
## JUND . . . . 1 1 . . ......
## LSM4 . . . . . . 1 1 ......
## PGPEP1 . . . . 1 . . . ......
## LRRC25 . . . . 1 . . 2 ......
## SSBP4 . . . 1 1 . 1 . ......
## ISYNA1 . . . . . . . . ......
## ELL 1 . . 1 . . . . ......
## FKBP8 1 . . . 4 . . . ......
## KXD1 . 1 . . . . . . ......
## AC005253.2 . . . . . . . . ......
## AC005253.4 . . . . . . . . ......
## UBA52 12 2 12 3 14 4 5 6 ......
## C19orf60 1 . . . 1 . . 1 ......
## KLHL26 . . . . . . . . ......
## CRTC1 . . . . . . . . ......
## UPF1 . . . . 1 . . . ......
## COPE 2 . . . 1 . 1 1 ......
## DDX49 . . . . . . . . ......
## HOMER3 . . . . . . . . ......
## AC005932.1 . . . . . . . . ......
## SUGP2 . . . . . . . . ......
## AC004447.2 . . . . . . . . ......
## ARMC6 . . . . . . . . ......
## SLC25A42 . . . . . . . . ......
## TMEM161A . . . . . . . . ......
## MEF2BNB-MEF2B . . . . . . . . ......
## MEF2BNB . . . . . . . . ......
## RFXANK . . . . 1 . . . ......
## NR2C2AP . . . 1 . . . . ......
## SUGP1 . . . . . . . . ......
## MAU2 . . . . . . . . ......
## GATAD2A . . . . . . . . ......
## TSSK6 . . . . . . . . ......
## NDUFA13 2 1 . . 5 1 . 1 ......
## PBX4 . . . . . . . . ......
## LPAR2 . . . . . . . . ......
## GMIP . . . . . . . . ......
## ATP13A1 . . . . . . . . ......
## ZNF101 . . . 1 . . . . ......
## ZNF14 . . . . . . . . ......
## LINC00663 . . . . . . . . ......
## ZNF506 . . . . . . . . ......
## ZNF253 . . . . . . . . ......
## ZNF93 . . . . . . . . ......
## ZNF682 . . . . . . . . ......
## ZNF90 . . . . . . 1 . ......
## CTC-260E6.6 . . . . . . . . ......
## ZNF486 . . . . . . . . ......
## ZNF737 . . . . . . . . ......
## ZNF626 . . . . . . . . ......
## ZNF85 . . . . . . . . ......
## ZNF430 . . . . . . 1 . ......
## ZNF714 . . . . . . . . ......
## ZNF431 . . . . . . . . ......
## ZNF708 . . . . . . . . ......
## ZNF738 . . . . . . . . ......
## ZNF493 . . . . . . . . ......
## ZNF429 . . . . . . 2 . ......
## ZNF100 . 1 . . . . . . ......
## ZNF43 . . . . . . . . ......
## ZNF208 . . . . . . . . ......
## ZNF257 . 1 . . . . . . ......
## ZNF492 . . . . . . . . ......
## ZNF724P . . . . . . . . ......
## RP11-15H20.7 . . . . . . . . ......
## ZNF91 . . . 1 . . . . ......
## ZNF675 . . . . . . . . ......
## ZNF681 . . . . . . . . ......
## RPSAP58 . 5 1 2 1 5 1 1 ......
## ZNF726 . . . . . . . . ......
## CTD-2017D11.1 . . . . . . . . ......
## ZNF254 . 2 . . . . . . ......
## LINC00662 1 . . . . . . . ......
## CTC-459F4.3 . . . . . . . . ......
## UQCRFS1 1 . . . 1 1 1 1 ......
## CTB-32O4.2 . . . . . . . . ......
## POP4 . . . . . . . . ......
## PLEKHF1 . . . . . . . . ......
## C19orf12 . . . . 1 . . . ......
## CCNE1 . . . . . . . . ......
## URI1 . . . . . . . . ......
## ZNF507 . . . . . . . . ......
## DPY19L3 . . . . . . . . ......
## PDCD5 . . . . . . 1 1 ......
## ANKRD27 . . . . . . . . ......
## CTD-2538C1.2 . . . . . . . . ......
## NUDT19 . . . . . . . . ......
## CTD-2085J24.4 . . . . . . . . ......
## CEP89 . . . . . . . . ......
## C19orf40 . . . . . 1 . . ......
## GPATCH1 . . . 1 . . . . ......
## LRP3 . . . . . . . . ......
## CEBPA . . . . . . . . ......
## CEBPA-AS1 . . . . . . . . ......
## CEBPG . . . . . . . . ......
## PEPD . . . . . . . . ......
## KCTD15 . . . . . . . . ......
## LSM14A . . . . 1 . 1 1 ......
## KIAA0355 . . . . . . 1 . ......
## GPI . . . 1 . . . 1 ......
## PDCD2L . 1 . . . . . . ......
## UBA2 . . . . . 1 1 . ......
## SCGB1B2P . . . . . . . . ......
## ZNF302 1 . . . . . . . ......
## ZNF181 . . . . . . 1 . ......
## ZNF599 . . . . . . . . ......
## CTC-523E23.1 . . . . . . . . ......
## CTC-523E23.11 . . . . . . . . ......
## ZNF30 . . . . . . . . ......
## ZNF792 . . . . . . . . ......
## GRAMD1A . . . . 1 . . . ......
## SCN1B . . . . . . . . ......
## FXYD1 . . . . . . . . ......
## FXYD7 . . . . . . . . ......
## FXYD5 2 2 2 3 4 1 2 2 ......
## LSR . . . . 1 . . . ......
## USF2 . . . . . . . . ......
## CD22 . . . . . . . . ......
## FFAR3 . . . . . . . . ......
## GPR42 . . . . . . . . ......
## FFAR2 1 . . . . . . . ......
## DMKN . . . . . . . . ......
## AD000090.2 . . . . . . . . ......
## TMEM147 . 2 . . . . . . ......
## HAUS5 . . . . . . . . ......
## RBM42 . . . . . . . 1 ......
## ETV2 . . . . . . . . ......
## COX6B1 . 2 . 2 4 1 1 4 ......
## ZBTB32 . . . . . . . . ......
## KMT2B . . . . . . . . ......
## IGFLR1 . . . . . 1 . . ......
## AD000671.6 . . . . . . . . ......
## U2AF1L4 . . . . . . . . ......
## PSENEN 1 . . . . . . 1 ......
## LIN37 . . . . . . . . ......
## C19orf55 . . . . . . . . ......
## ARHGAP33 . . 1 . . . . . ......
## NFKBID . . . . . . . . ......
## HCST . . 1 3 . . . 1 ......
## TYROBP 10 . 1 . 17 . . 5 ......
## LRFN3 . . . . . . . . ......
## SDHAF1 1 . 1 . 1 . . . ......
## ALKBH6 . . . . . . . . ......
## AC002116.7 . . . . . . . . ......
## THAP8 . . . . . . . . ......
## WDR62 . . . . . . . . ......
## POLR2I . . . . 2 . . . ......
## TBCB . . . . 1 . . . ......
## CAPNS1 1 . . . 2 . 1 1 ......
## ZNF565 . . . . . . . . ......
## ZNF146 . . . . 1 . . . ......
## LINC00665 . . . . . . . . ......
## ZFP14 . . . . . 1 . . ......
## ZFP82 . . . . . . . . ......
## ZNF566 . . . . . . . . ......
## CTD-2630F21.1 . . . . . . . . ......
## ZNF260 . . . . . 1 . . ......
## ZNF529 . . . . . . . . ......
## AC092295.7 . . . . . . . . ......
## ZNF382 . . . . . . . . ......
## ZNF461 . . . . . . . . ......
## AC074138.3 . . . . . . . . ......
## ZNF567 . . . . . . . . ......
## CTD-2162K18.4 . . . . . . . . ......
## CTD-2162K18.5 . . . . . . . . ......
## ZNF790 . . . . . . . . ......
## ZNF345 . . . . . . . . ......
## ZNF829 . . . . . . . . ......
## ZNF568 . . . . . . . . ......
## ZNF420 . . . . . . 1 . ......
## CTC-454I21.3 . . . . . . . . ......
## ZNF585A . . . . . . . . ......
## ZNF585B . . . . . . . . ......
## ZNF383 . . . . . . . . ......
## HKR1 . . . . . . . . ......
## ZNF527 . . . . . . . . ......
## ZNF569 . . . . . . . . ......
## ZNF570 . . . . . . . . ......
## CTD-2086O20.3 . . . . . . . . ......
## CTD-3064H18.1 . . . . . . . . ......
## ZNF793 . . . . . . . . ......
## ZNF571-AS1 . . . . . . . . ......
## ZNF540 . . . . . . . . ......
## ZNF571 . . . . . . . . ......
## ZFP30 . . . . . . . . ......
## ZNF781 . . . . . . . . ......
## ZNF573 . . . . . . . . ......
## SIPA1L3 . . . . . . . . ......
## SPINT2 . . . . . . . . ......
## PPP1R14A . . . . . . . . ......
## CTB-102L5.4 . . . . . . . . ......
## C19orf33 . . . . . . . . ......
## YIF1B . . . . . . . . ......
## KCNK6 . . . . . . . . ......
## AC026806.2 . . . . . . . . ......
## CATSPERG . . . . . . . . ......
## PSMD8 . . . . . 2 2 1 ......
## FAM98C . . . . . . . . ......
## RASGRP4 . . . . . . . 1 ......
## RYR1 . . . . . . . . ......
## MAP4K1 . . . . . . . . ......
## EIF3K 2 . . 3 4 2 1 1 ......
## ACTN4 . . . . . . . . ......
## CAPN12 . . . . . . . . ......
## CTD-2540F13.2 . . . . . . . . ......
## LGALS4 . . . . . . . . ......
## ECH1 . . . 1 . . . . ......
## HNRNPL . . . . . . . . ......
## RINL . . . 1 . . . . ......
## SIRT2 1 . . . . . . 1 ......
## NFKBIB . . . . . . 1 . ......
## SARS2 . . . . . . . . ......
## MRPS12 . 1 . . . . . . ......
## PAPL . . . . . . . . ......
## PAK4 . . . . . . . . ......
## IFNL1 . . . . . . . . ......
## LRFN1 . . . . . . . . ......
## GMFG 1 1 . 2 4 2 2 2 ......
## CTC-246B18.10 . . . . . . . . ......
## SAMD4B . . . . . . . . ......
## PAF1 . . . . . . . . ......
## MED29 . . . . . . . 1 ......
## ZFP36 1 . . . 4 . . 5 ......
## PLEKHG2 . . . . . . . . ......
## RPS16 6 14 5 18 21 23 22 9 ......
## SUPT5H . . . . . . . . ......
## TIMM50 . . . . 1 . . . ......
## DLL3 . . . . . . . . ......
## EID2B . . . . . . . . ......
## EID2 . . . . . . . . ......
## DYRK1B . . . . . . . . ......
## FBL . 1 . . 1 1 1 3 ......
## FCGBP . . . . . . . . ......
## PSMC4 . . . . . . . 1 ......
## ZNF546 . . . . . . . . ......
## ZNF780B . . . . . . . . ......
## ZNF780A . . . . . . . . ......
## MAP3K10 . . . . . . . . ......
## AKT2 . . . . 1 . . . ......
## C19orf47 . . . . . . . . ......
## PLD3 . . . . . . . . ......
## SERTAD1 . . . . . . . 1 ......
## SERTAD3 . . . . . . . . ......
## BLVRB 1 . . . 1 . . . ......
## SHKBP1 1 . . 1 . . . . ......
## LTBP4 . . . . . . . . ......
## NUMBL . . . . . . . . ......
## ADCK4 . . . . . . . . ......
## ITPKC . . . . . . . . ......
## C19orf54 . . . . . . . . ......
## SNRPA . 1 . . . . . . ......
## RAB4B . . . . . . . . ......
## EGLN2 . . . . . . . . ......
## CYP2S1 . . . . . . . . ......
## AXL . . . . . . . . ......
## HNRNPUL1 . . . . 1 . . 1 ......
## TGFB1 1 . . . 1 . 1 . ......
## CCDC97 . . . . . . . . ......
## TMEM91 . . . . . . . . ......
## B9D2 1 . . . . . . . ......
## BCKDHA . . . . . . . . ......
## EXOSC5 . . . . . . . . ......
## B3GNT8 . . . . . . . . ......
## ATP5SL . . . . . . . . ......
## AC006129.1 . . . . . . . . ......
## AC006129.4 . . . . . . . . ......
## AC006129.2 . . . . . . . . ......
## CEACAM21 . . . . . . . . ......
## CEACAM4 1 . . . . . . . ......
## CEACAM3 . . . . . . . . ......
## RPS19 5 14 8 38 100 22 26 27 ......
## CD79A . 2 . . . . . . ......
## ARHGEF1 . . . . . 1 1 . ......
## RABAC1 . . . . 1 . . 1 ......
## ATP1A3 . . . . . . . . ......
## ZNF574 . . . . . . . . ......
## POU2F2 . 1 . . 1 . . 1 ......
## CTC-378H22.1 . . . . . . . . ......
## CTC-378H22.2 . . . . . . . . ......
## DEDD2 . . . . . . . . ......
## ZNF526 . . . . . . . . ......
## GSK3A . . . . . . . . ......
## ERF . . . . . . . . ......
## CIC . . . . . . . . ......
## PAFAH1B3 . . . . . . . . ......
## PRR19 . . . . . . . . ......
## MEGF8 . . . . . . . . ......
## CNFN . . . . . . . . ......
## LIPE-AS1 . . . . . . . . ......
## LIPE . . . . . . . . ......
## CEACAM1 . . . . . . . . ......
## LYPD3 . . . . . . . . ......
## PHLDB3 . . . . 1 . . . ......
## ETHE1 . . . . 2 . 1 . ......
## ZNF575 . . . . . . . . ......
## XRCC1 . . . . . . . . ......
## PINLYP . . . . . . . . ......
## IRGQ . . . . . . . . ......
## ZNF576 . . . . . . . . ......
## SRRM5 . . . . . . . . ......
## ZNF428 . . . . . . . . ......
## PLAUR . . . . 1 . . . ......
## SMG9 . . . . . . . . ......
## KCNN4 . . . . . . . . ......
## ZNF283 . . . . . . . . ......
## ZNF404 . . . . . . . . ......
## RP11-15A1.3 . . . . . . . . ......
## ZNF45 . . . . . . . . ......
## ZNF155 . . . . . . . . ......
## RP11-15A1.7 . . . . . . . . ......
## ZNF230 . . . . . . . . ......
## ZNF222 . . . . . . . . ......
## ZNF223.1 . . . . . . . . ......
## ZNF284 . . . . . . . . ......
## ZNF224 . . . . . . . . ......
## ZNF225 . . . . . . . . ......
## ZNF234 . . . . . . . . ......
## ZNF226 1 . . . . . . 1 ......
## ZNF227 . . . . . . . . ......
## ZNF235 . . . . . . . . ......
## ZNF180 . . . . . . . . ......
## PVR . . . . . . . . ......
## BCL3 . . . . . . . . ......
## PVRL2 . . . . . . . . ......
## CTB-129P6.4 . . . . . . . . ......
## TOMM40 . . . . . . . . ......
## CLPTM1 . . . . . . 1 1 ......
## RELB . . . . . . . . ......
## CLASRP . . . . . . . . ......
## ZNF296 . . . . . . . . ......
## GEMIN7 . . . . . . . . ......
## MARK4 . . . . . . . . ......
## PPP1R37 . . . . . . . . ......
## TRAPPC6A . . 2 1 1 . . 1 ......
## BLOC1S3 . . . . . . . . ......
## CKM . . . . . . . . ......
## ERCC2 . . . . . . . . ......
## PPP1R13L . . . . . . . . ......
## CD3EAP . . . . . . . . ......
## ERCC1 . . . . . . . . ......
## FOSB 5 . . . 2 . 1 2 ......
## PPM1N . . . . 1 . . . ......
## VASP 1 . . 1 2 . . 3 ......
## OPA3 . . . . . . . . ......
## EML2 . . . . . . . . ......
## C19orf83 . . . . . . . . ......
## GIPR . . . . . . . . ......
## SNRPD2 1 1 . 2 2 2 1 1 ......
## FBXO46 . . . . . . . . ......
## DMPK . . . . . . . . ......
## DMWD . . . . . . . . ......
## SYMPK . . . . . . . . ......
## IRF2BP1 . . . . . . . . ......
## MYPOP . . . . . . . . ......
## CCDC61 . . . . . . . . ......
## PPP5C . . . . . . . . ......
## PPP5D1 . . . . . . . . ......
## CALM3 . . . 1 1 . . . ......
## CTB-12A17.3 . . . . . . . . ......
## PTGIR . . . . . . . . ......
## PRKD2 . . . . . . . . ......
## STRN4 . . . . . . . . ......
## FKRP . . . . . . . . ......
## SLC1A5 . . . . . . . . ......
## AP2S1 . . 1 . 5 . . 1 ......
## ARHGAP35 . 1 . . . . . . ......
## TMEM160 . 1 1 1 . . . . ......
## ZC3H4 . 1 . . . . . . ......
## SAE1 . . . . . . . . ......
## BBC3 . . . . . . . . ......
## CCDC9 . . . . . . . . ......
## PRR24 . . . . . . . . ......
## C5AR1 1 . . 1 1 . . 2 ......
## C5AR2 . . . . . . . . ......
## DHX34 . . . . . . . . ......
## KPTN . . . . . . . . ......
## NAPA-AS1 . . . . . . . . ......
## NAPA . . . 1 1 . . . ......
## ZNF541 . . . . . . . . ......
## CTD-2571L23.8 . . . . . . . . ......
## GLTSCR1 . . . . . . . . ......
## GLTSCR2 . . 1 2 4 5 3 . ......
## SEPW1 1 . . . 1 . . 1 ......
## PLA2G4C . . . . . . . . ......
## LIG1 . . . . . . . . ......
## C19orf68 . . . . . . . . ......
## CARD8 . . . . . . . 1 ......
## CTC-241F20.3 . . . . . . . . ......
## EMP3 2 2 1 . 2 1 2 8 ......
## TMEM143 . . . . . . . . ......
## KDELR1 . . . . . . . . ......
## GRWD1 . . . . . . . . ......
## KCNJ14 . . . . . . . . ......
## CYTH2 . . . . 1 . . . ......
## CTC-273B12.10 . . . . . . . . ......
## RPL18 7 7 7 16 47 19 10 7 ......
## SPHK2 . . . . . . . . ......
## DBP . 1 . . . . . . ......
## CA11 . . . . . 1 . . ......
## MAMSTR . . . . . . . . ......
## RASIP1 . . . . . . . . ......
## BCAT2 . . . . . . . . ......
## HSD17B14 . . . . . . . . ......
## PLEKHA4 . . . . . . . . ......
## PPP1R15A . 1 . 1 3 . . . ......
## TULP2 . . . . . . . . ......
## NUCB1 1 . . 1 . . . . ......
## DHDH . . . . . . . . ......
## BAX 2 . . 1 2 . 1 1 ......
## FTL 113 11 3 7 163 39 4 89 ......
## GYS1 . . . . . . . . ......
## RUVBL2 . . . . . . . . ......
## SNRNP70 1 . . 1 . 1 1 . ......
## LIN7B . . . . . . . . ......
## C19orf73 . . . . . . . . ......
## TRPM4 . . . . . . . . ......
## SLC6A16 . . . . . . . . ......
## CTC-301O7.4 . . . . . . . . ......
## CD37 3 2 1 . 1 2 . 3 ......
## PIH1D1 . . . . . . . . ......
## ALDH16A1 . . . . . . . . ......
## FLT3LG . . . . . 2 1 1 ......
## RPL13A 18 41 23 49 58 52 40 24 ......
## RPS11 2 6 1 4 15 6 . 6 ......
## FCGRT 1 . . . 3 . . 2 ......
## RCN3 . . . . . . . . ......
## NOSIP . . . . . 2 1 1 ......
## PRRG2 . . . . . . . . ......
## PRR12 . . . . . . . . ......
## RRAS . . . . . . . . ......
## SCAF1 . . . . . . . . ......
## IRF3 . . . . 2 . . . ......
## BCL2L12 . . . . . . . . ......
## PRMT1 . . . 1 . . 1 . ......
## TSKS . . . . . . . . ......
## AP2A1 . . . . . . . . ......
## FUZ 1 . . . . . . . ......
## MED25 . . . . . . . . ......
## PTOV1-AS1 . . . . . . . . ......
## PTOV1 . . 1 . . . 1 . ......
## AC018766.4 . . . . . . . . ......
## PNKP . 1 . . . . . . ......
## AKT1S1 1 . . . . . . . ......
## TBC1D17 . . . . . . . . ......
## IL4I1 . . . . . . . . ......
## NUP62 . . . . 3 . . . ......
## ATF5 . . . . . . . . ......
## VRK3 . 1 . . . . 1 . ......
## ZNF473 . . . . . . . . ......
## KCNC3 . . . . . . . . ......
## NR1H2 . . . . 1 . . . ......
## NAPSA . . . . . . . . ......
## POLD1 . . . . . . . . ......
## SPIB . . . . . . . . ......
## EMC10 . . . . . . . 1 ......
## CTD-2545M3.2 . . . . . . . . ......
## JOSD2 1 . . . 2 . . . ......
## CLEC11A . . . . 1 . . . ......
## C19orf48 . 1 . . 1 . . . ......
## KLK1 . . . . . . . . ......
## CTU1 . . . . . . . . ......
## SIGLEC9 . . . . . . . . ......
## SIGLEC7 . . . . . . . . ......
## CD33 . . . . 1 . . 1 ......
## VSIG10L . . . . . . . . ......
## ETFB . . . . . . . 1 ......
## CLDND2 . . . . . . . . ......
## NKG7 . . . . 2 . . . ......
## LIM2 . . . . . . . . ......
## SIGLEC10 . . . . . . . 2 ......
## CTD-2616J11.2 . . . . . . . . ......
## SIGLEC12 . . . . . . . . ......
## ZNF175 . . . . . . . . ......
## AC018755.1 . . . . . . . . ......
## SIGLEC5 . . . . . . . 1 ......
## SIGLEC14 . . . . . . . . ......
## FPR1 2 . . . . . . . ......
## FPR2 . . . . . . . . ......
## ZNF577 . . . . . . . . ......
## ZNF649 . . . . . . . . ......
## ZNF613 . . . . . . . . ......
## ZNF350 . . . . . . . . ......
## ZNF615 . . . . . 1 . . ......
## ZNF614 . . . . . . . . ......
## ZNF432 . . . . . . . . ......
## ZNF841 . . . . . . . . ......
## ZNF616 . . . . . . . . ......
## ZNF836 . . . . . . . . ......
## PPP2R1A 1 . . . 1 . . 3 ......
## ZNF766 . . . . . . . . ......
## ZNF480 . . . 1 . . . . ......
## ZNF880 . . . . . . . . ......
## ZNF528 . . . . . . . . ......
## ZNF578 . . . . . . . . ......
## ZNF808 . . . . . . . . ......
## ZNF701 . . . . . . . . ......
## ZNF83 . . . . . . . . ......
## ZNF611 . . . . . . . . ......
## ZNF600 . . . . . . . . ......
## ZNF28 . . . . . . . . ......
## ZNF468 . . . . . . . . ......
## ZNF320 . . . . . . . . ......
## ZNF816 . . . . . . . . ......
## ZNF160 . . . . . . 1 . ......
## ZNF415 . . . . . . . . ......
## ZNF347 . . . . . . . . ......
## ZNF665 . . . . . . . . ......
## ZNF677 . . . . . . . . ......
## ZNF845 . . . . . . . . ......
## ZNF525 . . . . . . . . ......
## ZNF765 . . . . . . . . ......
## ZNF813 . . . . . . . . ......
## ZNF331 . . . . . 1 . . ......
## NLRP12 . . . . . . . . ......
## MYADM . . 1 . . . . 1 ......
## AC008440.5 . . . . . . . . ......
## VSTM1 . . . . . . . . ......
## OSCAR . . . . 1 . . . ......
## NDUFA3 . . 1 . 2 . . 1 ......
## TFPT . . . . . . . . ......
## PRPF31 . . . . . . . . ......
## CNOT3 . . . . 1 . . . ......
## LENG1 . 1 . 2 1 . . . ......
## TMC4 . . . . . . . . ......
## MBOAT7 . . . . . . . . ......
## TSEN34 1 . . . . . . . ......
## CTD-3093M3.1 . . . . . . . . ......
## RPS9 10 7 2 14 72 25 7 12 ......
## LILRB3 1 . . . . . . . ......
## LILRA6 . . . . 1 . . . ......
## LILRB2 . . . 1 3 . . . ......
## LILRA3 1 . . . 2 . . 1 ......
## LILRA5 . . . . 1 . . 1 ......
## LILRA4 . . . . . . . . ......
## CTD-2587H19.1 . . . . . . . . ......
## LAIR1 . . . . 1 . . . ......
## LENG8-AS1 . . . . . . . . ......
## LENG8 . . . . 1 1 . . ......
## LENG9 . . . . . . . . ......
## LAIR2 . . . . . . . . ......
## LILRA2 . . . . . . . . ......
## LILRB1 . . 1 . . . . . ......
## LILRA1 . . . . . . . . ......
## LILRB4 . . . . . . . . ......
## KIR3DL1 . . . . . . . . ......
## KIR2DL3 . . . . . . . . ......
## KIR3DL2 . . . . . . . . ......
## FCAR . . . . . . . . ......
## CTB-61M7.2 . . . . . . . . ......
## NCR1 . . . . . . . . ......
## NLRP2 . . . . . . . . ......
## CTC-550B14.7 . . . . . . . . ......
## GP6 . . . . . . . . ......
## RDH13 . . . . . . . . ......
## EPS8L1 . . . . . . . . ......
## PPP1R12C . . . . . . . . ......
## TNNT1 . . . . . . . . ......
## SYT5 . . . . . . . . ......
## TMEM86B . . . . . . . . ......
## PPP6R1 . . . . . . . . ......
## HSPBP1 . . . . . 1 . . ......
## BRSK1 . . . . . . . . ......
## TMEM150B . . . . . . . . ......
## SUV420H2 . . . . . . . . ......
## COX6B2 . . . . . . . . ......
## TMEM238 . . . . . . . . ......
## RPL28 17 7 6 16 68 19 16 18 ......
## UBE2S . . . . . . . 1 ......
## ISOC2 . . . . . . . . ......
## ZNF628 . . . . . . . . ......
## NAT14 . . . . . . . . ......
## SSC5D . . . . . . . . ......
## ZNF579 . . . . . . . 1 ......
## FIZ1 . . . . . . . . ......
## ZNF524 . . 1 . 1 . . . ......
## ZNF865 . . . . . . . . ......
## ZNF784 . . . . . . . . ......
## ZNF580 . . . . . . . . ......
## ZNF581 . . . . 1 . . . ......
## CCDC106 . . . . . . . . ......
## U2AF2 . . . 1 . . . . ......
## CTD-2537I9.12 . . . . . . . . ......
## EPN1 . . . . 1 . . 1 ......
## ZNF787 . . . . . . . . ......
## ZNF444 . . . 1 . 1 . . ......
## ZSCAN5A . . . . . . . . ......
## AC006116.20 . . . . . . . . ......
## ZNF582 . . . . . . . . ......
## ZNF582-AS1 . . . . . . . . ......
## ZNF583 . . . . . . . . ......
## ZNF667 . . . . . . . . ......
## ZNF667-AS1 . . . . . 1 . . ......
## ZFP28 . . . . . . . . ......
## ZNF470 . . . . . . . . ......
## ZNF71 . . . . . . . . ......
## AC007228.5 . . . . . . . . ......
## AC007228.9 . 1 . . . . . . ......
## ZNF264 . . . . . . . . ......
## AURKC . . . . . . . . ......
## ZNF805 . . . . . . . . ......
## CTC-444N24.6 . . . . . . . . ......
## ZNF460 . . . . . . . . ......
## CTC-444N24.11 . . . . . . . . ......
## ZNF543 . . . . . . . . ......
## ZNF304 . . . . . . . . ......
## ZNF547 . . . . . . . . ......
## TRAPPC2P1 1 . . . . . . . ......
## ZNF548 . . . . . . . . ......
## ZNF17 . . . . . . . . ......
## ZNF749 . . . . . . . . ......
## ZNF772 . . . . . . . . ......
## ZNF419 . . . . . 1 . . ......
## ZNF773 . . . . . . . . ......
## ZNF549 . . . . . . . . ......
## ZNF550 . . . . . . . . ......
## ZNF416 . . . . . . . . ......
## ZIK1 . . . . . . . . ......
## ZNF530 . . . . . . . . ......
## ZNF134 . . . . . . . . ......
## ZNF211 . . . . . . . . ......
## ZNF551 . . . . . . . . ......
## ZNF154 . . . . . . . . ......
## ZNF671 . . . . . . . . ......
## ZNF776 . . . . . . . . ......
## ZNF586 . . . . . . . . ......
## ZNF552 . . . . . . . . ......
## ZNF587B . . . . . . . . ......
## ZNF814 . . . . . . . . ......
## ZNF587 . . . . . . . . ......
## ZNF417 . . . . . . . . ......
## ZNF418 . . . . . . . . ......
## ZNF256 . . . . . . . . ......
## C19orf18 . . . . . . . . ......
## ZNF606 . . . . . . . . ......
## CTD-2368P22.1 . . . . . . . . ......
## ZNF135 . . . . . . . . ......
## ZSCAN18 . . . . . . . . ......
## ZNF329 . . . . . . . . ......
## ZNF274 . . . . . . . . ......
## ZNF544 . . . . . . . . ......
## CTD-3138B18.5 . . . . . . . . ......
## AC010642.1 . . . . 1 . . 1 ......
## ZSCAN22 . . . . . . . . ......
## A1BG . . . . . . . . ......
## A1BG-AS1 . . . . . . . . ......
## ZNF837 . . . . . . . . ......
## RPS5 6 14 6 35 16 22 8 7 ......
## ZNF584 . . . . . . . . ......
## CTD-2619J13.14 . . . . . . . . ......
## ZNF324B . . . . . . . . ......
## ZNF324 . . . . . . . . ......
## ZNF446 . . . . . . . . ......
## SLC27A5 . . . . . . . . ......
## ZBTB45 . . . . . . . . ......
## TRIM28 . . . . 1 . . . ......
## CHMP2A 1 1 . 1 . . . . ......
## UBE2M . . . . . . . . ......
## AC016629.8 . . . . 2 . . . ......
## MZF1 . . . . . . . . ......
## RPS4Y1 1 3 3 14 1 5 7 1 ......
## ZFY . . . . . . . . ......
## TTTY15 . . . . . . . . ......
## USP9Y . . . . . . . . ......
## DDX3Y . . . . . . . . ......
## UTY . . . . . . . . ......
## TMSB4Y . . . . . . . . ......
## NLGN4Y . . . . . . . . ......
## TTTY14 . . . . . . . . ......
## KDM5D . . . . . . . . ......
## EIF1AY . . . . . . 2 . ......
## RPS4Y2 . . . . . . . . ......
## TPTEP1 . . . . . . . 1 ......
## IL17RA . . . . . . . . ......
## CECR6 . . . . . . . . ......
## CECR5 . . . . . . . 1 ......
## CECR5-AS1 . . . . . . . . ......
## CECR1 . . . . . . . . ......
## ATP6V1E1 . . . 1 1 . . . ......
## BCL2L13 . . . . . . . . ......
## BID . . . . . . . 4 ......
## LINC00528 . . . . . . . . ......
## MICAL3 . . . . . . . . ......
## XXbac-B476C20.9 . . . . . . . . ......
## PEX26 . . . . . . . . ......
## TUBA8 . . . . . . . . ......
## USP18 . . . . . . . . ......
## DGCR6 . . . . . . . . ......
## DGCR2 . . . . . . . . ......
## DGCR14 . . . . . . . . ......
## AC004463.6 . . . . . . . . ......
## SLC25A1 . . . . . . . . ......
## CLTCL1 . . . . . . . . ......
## HIRA . . . . . . . 1 ......
## C22orf39 . . . . . . . . ......
## MRPL40 . . . . . . . . ......
## UFD1L . . . 1 . 2 . . ......
## CDC45 . . . . . . . . ......
## CLDN5 . . . . . . . . ......
## SEPT5 . . . . . . . . ......
## GNB1L . . . . . . . . ......
## C22orf29 . . . . . . . . ......
## TXNRD2 . . . . . . . . ......
## COMT 1 . . . . . . . ......
## ARVCF 1 . . . . . . . ......
## TANGO2 . . . . . . . . ......
## AC006547.15 . . . . . . . . ......
## DGCR8 . . . . . . . . ......
## TRMT2A . . . . . 1 . . ......
## RANBP1 1 . . . . . 2 . ......
## ZDHHC8 . . . . . . . . ......
## RTN4R . . . . . . . . ......
## DGCR6L . . . 1 . . . . ......
## AC023490.1 . . . . . . . . ......
## ZNF74 . . . . . . . . ......
## SCARF2 . . . . . . . . ......
## KLHL22 . . . . . . . . ......
## MED15 . . . . . . . . ......
## PI4KA . . . . . . . . ......
## SNAP29 . . . . 2 . . . ......
## CRKL . . . . . . . . ......
## XXbac-B135H6.15 . . . . . . . . ......
## AIFM3 . . . . . . . . ......
## LZTR1 . . . . . . . . ......
## XXbac-B135H6.18 . . . . . . . . ......
## THAP7 . . . 2 1 . . . ......
## THAP7-AS1 . . . . . . . . ......
## HIC2 . . . . . . . . ......
## TMEM191C . . . . . . . . ......
## UBE2L3 . 1 . 1 1 . 1 . ......
## YDJC . . . 1 . . . . ......
## SDF2L1 . . . . . . . . ......
## PPIL2 . . . . . . . . ......
## YPEL1 . . . . . . . . ......
## MAPK1 . . . . . . . . ......
## PPM1F . . . . . . . . ......
## LL22NC03-86G7.1 . . . . . . . . ......
## TOP3B . . . . . . . . ......
## VPREB1 . . . . . . . . ......
## LL22NC03-2H8.5 . . . . . . . . ......
## ZNF280B . . . . . . . . ......
## IGLL5 . . . . . . . . ......
## GNAZ . . . . . . . . ......
## BCR . . . . . . . . ......
## C22orf43 . . . . . . . . ......
## RGL4 . . . . . . . . ......
## ZNF70 . . . . . . . . ......
## VPREB3 . 1 . . . . . . ......
## C22orf15 . . . . . . . . ......
## CHCHD10 . . . 1 3 . . 1 ......
## MMP11 . . . . . . . . ......
## SMARCB1 . . . . . 1 . 3 ......
## DERL3 . . . . . . . . ......
## SLC2A11 . . . . . . . . ......
## MIF . 1 1 1 1 . 1 . ......
## AP000350.4 . . . . . . . . ......
## DDTL . . . . . . . . ......
## DDT 1 . . . . . . . ......
## GSTT1 . . . . . . . . ......
## CABIN1 . . . . . . . . ......
## SPECC1L . . . . . . . . ......
## ADORA2A . . . . . . . . ......
## ADORA2A-AS1 . . . . . . . . ......
## GUCD1 . . . . . . . . ......
## SNRPD3 . . . . 1 . . . ......
## GGT1 . . . . . . . . ......
## SGSM1 . . . . . . . . ......
## KIAA1671 . . . . . . . . ......
## LRP5L . . . . . . . . ......
## CTA-407F11.8 . . . . . . . . ......
## ADRBK2 . . . . . . . . ......
## SEZ6L . . . . . . . . ......
## ASPHD2 . . . . . . . . ......
## HPS4 . . . . . . . . ......
## SRRD . . . . . . . . ......
## TFIP11 . . . . . . . . ......
## CTA-445C9.14 . . . . . . . . ......
## CTA-445C9.15 . . . . . . . . ......
## TPST2 . . . . . . . . ......
## MIAT . . . . . . . . ......
## CTA-373H7.7 . . . . . . . . ......
## CTA-211A9.5 . . . . . . . . ......
## PITPNB . . . . . . . . ......
## TTC28 . . . . . . . . ......
## CHEK2 . . . . . . . . ......
## HSCB . . . . . . . . ......
## CCDC117 . . . . 1 . . . ......
## XBP1 . 1 1 . . 2 2 1 ......
## CTA-292E10.6 . . . . . . . . ......
## RHBDD3 . . . . . . . . ......
## EWSR1 . 1 . 1 . . 1 . ......
## GAS2L1 . . . . . . . . ......
## AP1B1 . . . . . . . . ......
## RFPL1S . . . . . . . . ......
## NEFH . . . . . . . . ......
## THOC5 . . . . . . . . ......
## NIPSNAP1 . . . . . . . . ......
## NF2 . . . . . . . . ......
## CABP7 . . . . . . . . ......
## ZMAT5 . . . . 1 . . . ......
## UQCR10 1 . . 1 1 1 1 . ......
## ASCC2 . . . . . . . . ......
## MTMR3 . . . . . . . . ......
## OSM . . . . . . . . ......
## GATSL3 . . . . . . . . ......
## TBC1D10A . . . . . . 1 . ......
## SF3A1 . . . . 1 . . . ......
## CCDC157 . . . . . . . . ......
## SEC14L2 . . . . . . . . ......
## MTFP1 . . . . 1 . . . ......
## RP4-539M6.22 . . . . . . . . ......
## PES1 . . . . . . . . ......
## TCN2 . . . . . . . . ......
## SLC35E4 . . . . . . . . ......
## DUSP18 . . . . . . . . ......
## MORC2-AS1 . . . . . . . . ......
## MORC2 . . . . . . . . ......
## TUG1 . . . . . . . . ......
## SMTN . . . . . . . . ......
## SELM . 1 . . . . . . ......
## RNF185 . . . . . . . . ......
## LIMK2 . . . . . . . . ......
## PIK3IP1 . . 1 . 2 5 . . ......
## RP3-400N23.6 . . . . . . . . ......
## PATZ1 . 1 . . . . . . ......
## DRG1 . . . . . . . . ......
## EIF4ENIF1 . . . . . . . . ......
## SFI1 . . . . 1 . . . ......
## PISD . . . . . . . . ......
## PRR14L . . . . . . . . ......
## DEPDC5 . . . . . . . . ......
## YWHAH . 1 . . . . 1 . ......
## RFPL2 . . . . . . . . ......
## RTCB . . . . 1 . . 1 ......
## FBXO7 . . . . . . . . ......
## LARGE . . . . . . . . ......
## HMGXB4 . 2 . . . . . . ......
## RP3-510H16.3 . . . . . . . . ......
## TOM1 . . . . 1 . . . ......
## HMOX1 . . . . . . . . ......
## MCM5 . . . . . . . . ......
## APOL6 . . . . . . . . ......
## RBFOX2 . . . . . . . . ......
## APOL3 . . 1 . . . . . ......
## APOL2 . . . . . . 1 1 ......
## APOL1 . . . . . . . . ......
## MYH9 . . . . 1 1 . 2 ......
## TXN2 . 1 . . . 1 . . ......
## FOXRED2 . . . . . . . . ......
## EIF3D . 1 . 1 1 1 1 . ......
## IFT27 . . . . . . . . ......
## PVALB . . . . . . . . ......
## NCF4 . . . . . . 1 . ......
## CSF2RB . . . . . . . . ......
## TST . . . . . . . . ......
## MPST 1 . . . . . . . ......
## KCTD17 . . . . . . . . ......
## IL2RB . . . . . . . . ......
## C1QTNF6 . . . . . . . . ......
## SSTR3 . . . . . . . . ......
## RAC2 . . 1 5 4 . . 2 ......
## CYTH4 . . . . . . . 2 ......
## MFNG . . . . . . . 1 ......
## CDC42EP1 . . . . . . . . ......
## LGALS2 . . . . . . . 1 ......
## GGA1 1 . 1 . . . . . ......
## SH3BP1 . . . 1 1 . . . ......
## LGALS1 7 . . . 34 . . 17 ......
## NOL12 1 . . . . . . . ......
## TRIOBP . . . . . . . . ......
## H1F0 . . . . . . . . ......
## GCAT . . . . . . . . ......
## ANKRD54 . . . . . 1 . . ......
## EIF3L 1 . 4 3 2 14 1 2 ......
## MICALL1 . . . . . . . . ......
## POLR2F 1 . . . . . . 2 ......
## PICK1 . . . . . . . . ......
## PLA2G6 . . . . . . . . ......
## MAFF . . . . . . . . ......
## TMEM184B . . . . . . . . ......
## CSNK1E . . . . . . . . ......
## DDX17 1 . . . . . . . ......
## DMC1 . . . . . . . . ......
## CBY1 . . . . . . . . ......
## TOMM22 1 . . . . . . . ......
## JOSD1 . . . . . . . . ......
## GTPBP1 . . . . . 1 . . ......
## SUN2 . 1 . . . . . 1 ......
## RP3-508I15.19 . . . . . . . . ......
## RP3-508I15.21 . . . . . . . . ......
## RP3-508I15.22 . . . . . . . . ......
## DNAL4 . . . . . . . . ......
## NPTXR . . . . . . . . ......
## CBX6 . . . . . . . . ......
## APOBEC3A . . . . . . . . ......
## APOBEC3B . . . . . . . . ......
## APOBEC3C . . . . . . . . ......
## APOBEC3D . . . . . . . . ......
## APOBEC3F . . . . . . . . ......
## APOBEC3G . . . . 1 . . . ......
## APOBEC3H . . . . . . . . ......
## CBX7 . . . . . . . . ......
## PDGFB . . . . . . . . ......
## RPL3 21 23 21 31 28 22 13 16 ......
## SYNGR1 . . . . . . . . ......
## TAB1 . . . . . . . . ......
## MIEF1 . . . . . . . . ......
## ATF4 1 . . 1 1 . 2 . ......
## RPS19BP1 . . . . . . . 1 ......
## CACNA1I . . . . . . . . ......
## GRAP2 . . . 1 . . . . ......
## TNRC6B . . . . 1 . . . ......
## ADSL . . . . . . . . ......
## SGSM3 . . . . . . . . ......
## RP5-1042K10.10 . . . . . . . . ......
## MKL1 1 . . . . . 1 1 ......
## SLC25A17 . . . . . . . . ......
## ST13 . . 2 1 2 2 . 3 ......
## XPNPEP3 . . . . 1 . . . ......
## RBX1 1 . . . 3 . . 3 ......
## EP300 . . . . . . . . ......
## L3MBTL2 . . . . . . . . ......
## RANGAP1 . . . . . . 1 . ......
## ZC3H7B . . . . . . . . ......
## TEF . . . . . . . . ......
## TOB2 . 1 . . . . . . ......
## PHF5A . . . . . . 1 . ......
## ACO2 . . . . . . . . ......
## POLR3H . . . . 1 . . . ......
## PMM1 . . . . . . . . ......
## DESI1 . . . . . . . . ......
## XRCC6 . . . . . . 1 . ......
## NHP2L1 . 2 . 1 . . . 3 ......
## C22orf46 . . . . . . . . ......
## MEI1 . . . . . . . . ......
## CCDC134 . . . . . . . . ......
## RP5-821D11.7 . . . . . . . . ......
## SREBF2 . . . . . . . . ......
## CTA-250D10.23 . 1 . . . . . . ......
## TNFRSF13C . 2 . . . . . . ......
## CENPM . . . . . . . . ......
## WBP2NL . . . . . . . . ......
## NAGA . . . . . . . . ......
## FAM109B . . . . . . . . ......
## SMDT1 1 1 . . 1 1 1 1 ......
## NDUFA6 . . . . . . . . ......
## CYP2D6 . . . . . . . . ......
## TCF20 . . . . . . . . ......
## NFAM1 . . . . 1 . . . ......
## RRP7A 1 . . . . . . . ......
## SERHL2 . . . . . . . . ......
## POLDIP3 1 . . . . . . . ......
## RNU12 . 1 . . 1 . . . ......
## CYB5R3 . . . . . . . . ......
## ATP5L2 . . . . . . . 1 ......
## ARFGAP3 . . . . . . . . ......
## PACSIN2 . . . . 2 . . . ......
## TTLL1 . . . . . . . . ......
## BIK . . . . . . . . ......
## MCAT . 1 . . . . . . ......
## TSPO 5 . . . 1 1 . . ......
## TTLL12 . . . . . . . . ......
## SAMM50 . . . . . . . . ......
## PARVB . . . . . . . . ......
## PARVG . . . 1 . . . . ......
## LDOC1L . . . . . . . . ......
## PRR5 . . . . 1 . . . ......
## CTA-217C2.1 . . . . . . . . ......
## NUP50 . . . . . . . . ......
## KIAA0930 . . . . . . . . ......
## UPK3A . . . . . . . . ......
## FAM118A . . . . . . . . ......
## ATXN10 . . . . . . . . ......
## CITF22-92A6.1 . . . . . . . . ......
## C22orf26 . . . . . . . . ......
## RP6-109B7.3 . . . . . . . . ......
## FLJ27365 . . . . . . . . ......
## PPARA . . . . . . . . ......
## CDPF1 . . . . 1 . . . ......
## TTC38 . . . . . . . . ......
## GTSE1 . . . . . . . . ......
## TRMU . . . . . . . . ......
## CELSR1 . . . . . . . . ......
## GRAMD4 . . . . . . . . ......
## CERK . . . . . . . . ......
## CTA-29F11.1 . . . . . . . . ......
## TBC1D22A . . . . . . . . ......
## LL22NC03-75H12.2 . . . . . . . . ......
## C22orf34 . . . . . . . . ......
## RP1-29C18.10 . . . . . . . . ......
## BRD1 . . . . . . . . ......
## ZBED4 . . . . . . . . ......
## ALG12 . . . . . . . 1 ......
## CRELD2 . 1 . . 1 . . . ......
## PIM3 . . . . . . . . ......
## MLC1 . . . . . . . . ......
## MOV10L1 . . . . . . . . ......
## TRABD 1 . 1 . . . . . ......
## RP3-402G11.25 . . . . . . . . ......
## RP3-402G11.26 . . . . . . . . ......
## SELO . . . . . . . . ......
## TUBGCP6 . . . . . . . . ......
## HDAC10 1 . . . . . . . ......
## MAPK11 . . . . . . . . ......
## PLXNB2 . . . . . . . . ......
## DENND6B . . . . . . . . ......
## PPP6R2 . . . . . . 1 . ......
## SBF1 . . . . . . 1 . ......
## LMF2 . . . . . . 1 . ......
## NCAPH2 . . . 1 . . . . ......
## SCO2 1 . . . . . . 2 ......
## CTA-384D8.36 . . . . . . . . ......
## TYMP 5 . . . 2 . 1 10 ......
## ODF3B . . . . . . . . ......
## CTA-384D8.35 . . . . . . . . ......
## CTA-384D8.34 . . . . . . . . ......
## KLHDC7B . . . . . . . . ......
## SYCE3 . . . . . . . . ......
## CPT1B . . . . . . . . ......
## CHKB . . . . . . . . ......
## CHKB-AS1 . . . . . . . . ......
## ARSA 1 . . . . . . . ......
## RABL2B . . . . . . . . ......
## RBM11 . . . . . . . . ......
## HSPA13 . . . . . 1 . . ......
## SAMSN1 . . . . . . . . ......
## AF127936.7 . . . . . . . . ......
## NRIP1 . . . . . . . . ......
## USP25 . . . . . . . . ......
## BTG3 . . . . . 1 . . ......
## C21orf91 . . . . . . . . ......
## AP000476.1 . . . . . . . . ......
## MIR155HG . . . . . . . . ......
## MRPL39 . 1 . . . . . . ......
## ATP5J . 1 . . . . . . ......
## GABPA . . . . . . . . ......
## APP . . . . . . . . ......
## AF131217.1 . . . . . . . . ......
## N6AMT1 . . . . . . . . ......
## LTN1 . 1 . . . . . . ......
## RWDD2B . . . . . . . . ......
## RP1-100J12.1 . . . . . . . . ......
## USP16 . 1 . . . . 1 1 ......
## CCT8 . . 1 . 1 1 1 1 ......
## MAP3K7CL . . . . . . . . ......
## BACH1 . . . . . . . . ......
## TIAM1 . . . . . . . . ......
## SOD1 . . . 1 1 . 1 2 ......
## AP000254.8 . . . . . . . . ......
## SCAF4 . . . . . . . . ......
## MIS18A . . . . . . . . ......
## URB1 . . . . . . . . ......
## C21orf119 . . . . . . . . ......
## EVA1C . . . . . . . . ......
## TCP10L . . . . . . . . ......
## C21orf59 . . . . . . . . ......
## SYNJ1 . . . . . . . . ......
## PAXBP1-AS1 . . . . . . . . ......
## PAXBP1 . . . . . . . . ......
## C21orf49 . . . . . . . . ......
## OLIG1 . . . . . . . . ......
## IFNAR2 . . . . 1 . . . ......
## IL10RB-AS1 . . . . . . . . ......
## IL10RB . . . . . 1 . . ......
## IFNAR1 . . . 1 . . . . ......
## IFNGR2 . . . . 1 . . 1 ......
## TMEM50B . . . . . . . . ......
## DNAJC28 . . . . . . . . ......
## GART . . . . . . . . ......
## SON . 2 1 . 1 2 . 1 ......
## DONSON . . . . . . . . ......
## CRYZL1 . . 1 . . . . . ......
## ITSN1 . . . . . . . . ......
## ATP5O 2 . . 1 1 1 . . ......
## LINC00649 . . . . . . . . ......
## MRPS6 . . 2 . . 1 . . ......
## SMIM11 . . . . . . . . ......
## KCNE1 . . . . . . . . ......
## RCAN1 . . . . . . . . ......
## RUNX1 . . . . . . . . ......
## SETD4 . . . . . . . . ......
## CBR1 2 . . . 1 . 1 1 ......
## CBR3 . . . . . . 1 . ......
## DOPEY2 . . . . . . . . ......
## AP000692.10 . . . . . . . . ......
## MORC3 . . . 1 . . . . ......
## CHAF1B . . . . . . . . ......
## HLCS . . . . . . . . ......
## PIGP . . . . . . . 1 ......
## TTC3 . . 1 . . 1 . . ......
## DSCR9 . . . . . . . . ......
## DSCR3 . . . . . . . . ......
## AP001412.1 . . . . . . . . ......
## DYRK1A . . . . . . . . ......
## ETS2 . . . . . . . . ......
## PSMG1 . . . . . . . . ......
## BRWD1 . . . . . . 1 . ......
## HMGN1 . 3 . . . . . . ......
## WRB . . . . . . . . ......
## BACE2 . . . . . . . . ......
## FAM3B . . . . . . . . ......
## MX2 . . . . . . 1 . ......
## MX1 1 1 . . 1 . 2 . ......
## AP001610.5 . . . . . . . . ......
## PRDM15 . . . . . . . . ......
## C2CD2 . . . . . . . . ......
## ZBTB21 . . . . . . . . ......
## ABCG1 . . . . . . . . ......
## TMPRSS3 . . . . . . . . ......
## UBASH3A . . . . . . . . ......
## SLC37A1 . . . . . . . . ......
## PDE9A . . . . . . . . ......
## WDR4 . . . . . . . . ......
## NDUFV3 . . . . . . . 1 ......
## PKNOX1 . 1 . . . . . . ......
## U2AF1 . 1 . 1 1 . . 1 ......
## AP001046.5 . . . . . . . . ......
## AP001046.6 . . . . . . . . ......
## SIK1 . . . . 1 . . . ......
## HSF2BP . . . . . . . . ......
## RRP1B . . . . 1 . . . ......
## PDXK . . . . 1 . . 2 ......
## CSTB 1 2 1 . 1 . . 3 ......
## RRP1 . . . . . . . . ......
## AP001053.11 . . . . . . . . ......
## AGPAT3 . . . . . . . . ......
## TRAPPC10 . . . . . . . . ......
## PWP2 . . . . . . . . ......
## C21orf33 . 1 . 1 . . . . ......
## AP001055.6 . . . . . . . . ......
## AP001058.3 . . . . . . . . ......
## ICOSLG . . . . . . . . ......
## AIRE . . . . . . . . ......
## PFKL . . . . . . . . ......
## C21orf2 . . . . . 1 . . ......
## AP001062.7 . . . . . . . . ......
## TRPM2 . . . . . . . . ......
## LRRC3 . . . . . . . . ......
## UBE2G2 . . . . . . . . ......
## SUMO3 . . . 1 1 . . . ......
## PTTG1IP . . . . . . . . ......
## ITGB2 2 . . 2 1 . . 5 ......
## ITGB2-AS1 . . . . . . . . ......
## LL21NC02-1C16.2 . . . . . . . . ......
## FAM207A . . . . . . . . ......
## ADARB1 . . . . . . . . ......
## POFUT2 . . . . . . . . ......
## COL18A1 . . . . . . . . ......
## SLC19A1 . . . . . . . . ......
## PCBP3 . . . . . . . . ......
## COL6A1 . . . . . . . . ......
## COL6A2 . . . . . . . . ......
## SPATC1L . . . . . 1 . . ......
## LSS . . . . . 2 . . ......
## MCM3AP-AS1 . . . . . . . . ......
## MCM3AP . . . . . . . . ......
## AP001469.9 . . . . . . . . ......
## YBEY . . . 1 . . . 1 ......
## C21orf58 . . . . . . . . ......
## PCNT . . . . . . . . ......
## DIP2A . . . . . . . . ......
## S100B . . . 3 2 . . . ......
## PRMT2 . . . . . 1 . . ......
## MT-ND1 4 1 3 3 17 5 5 12 ......
## MT-ND2 4 . 2 1 10 7 2 12 ......
## MT-CO1 23 7 7 13 42 9 12 30 ......
## MT-CO2 9 2 5 13 19 12 9 106 ......
## MT-ATP8 . . . . . . . . ......
## MT-ATP6 1 . . . 3 3 3 4 ......
## MT-CO3 18 10 3 16 18 9 8 14 ......
## MT-ND3 . . . . . . . . ......
## MT-ND4L . . . . 1 . . . ......
## MT-ND4 4 5 2 11 9 5 6 9 ......
## MT-ND5 . . . 2 8 2 2 1 ......
## MT-ND6 . . . . . . . . ......
## MT-CYB 4 2 6 4 11 9 5 1 ......
## AC145212.1 . . . . . . . . ......
## AL592183.1 . . . . . . . . ......
## AL354822.1 . . . . 1 . . . ......
## PNRC2.1 . . . . . . . . ......
## SRSF10.1 . . . . 1 . . . ......## this is the data object in pbmc.data but is now stored within the seurat object
pbmc@assays$RNA@counts[c("CD3D", "TCL1A", "MS4A1"), 1:30]## 3 x 30 sparse Matrix of class "dgCMatrix"
##
## CD3D 4 . 10 . . 1 2 3 1 . . 2 7 1 . . 1 3 . 2 3 . . . . . 3 4 1 5
## TCL1A . . . . . . . . 1 . . . . . . . . . . . . 1 . . . . . . . .
## MS4A1 . 6 . . . . . . 1 1 1 . . . . . . . . . 36 1 2 . . 2 . . . .Standard pre-processing workflow
The steps below encompass the standard pre-processing workflow for scRNA-seq data in Seurat. These represent the selection and filtration of cells based on QC metrics, data normalization and scaling, and the detection of highly variable features.
QC and selecting cells for further analysis
Seurat allows you to easily explore QC metrics and filter cells based on any user-defined criteria. A few QC metrics commonly used by the community include
- The number of unique genes detected in each cell.
- Low-quality cells or empty droplets will often have very few genes
- Cell doublets or multiplets may exhibit an aberrantly high gene count
- Similarly, the total number of molecules detected within a cell (correlates strongly with unique genes)
- The percentage of reads that map to the mitochondrial genome
- Low-quality / dying cells often exhibit extensive mitochondrial contamination
- We calculate mitochondrial QC metrics with the
PercentageFeatureSet()function, which calculates the percentage of counts originating from a set of features - We use the set of all genes starting with
MT-as a set of mitochondrial genes
# The [[ operator can add columns to object metadata. This is a great place to stash QC stats
pbmc[["percent.mt"]] <- PercentageFeatureSet(pbmc, pattern = "^MT-")
The meta.data slot in the seurat object
Where are QC metrics stored in Seurat?
- The number of unique genes and total molecules are automatically
calculated during
CreateSeuratObject()- You can find them stored in the object meta data
# Show QC metrics for the first 5 cells
head(pbmc@meta.data, 5)| orig.ident | nCount_RNA | nFeature_RNA | percent.mt | |
|---|---|---|---|---|
| AAACATACAACCAC-1 | pbmc3k | 2419 | 779 | 3.0177759 |
| AAACATTGAGCTAC-1 | pbmc3k | 4903 | 1352 | 3.7935958 |
| AAACATTGATCAGC-1 | pbmc3k | 3147 | 1129 | 0.8897363 |
| AAACCGTGCTTCCG-1 | pbmc3k | 2639 | 960 | 1.7430845 |
| AAACCGTGTATGCG-1 | pbmc3k | 980 | 521 | 1.2244898 |
What do you noticed has changed within the meta.data
table now that we have calculated mitochondrial gene proportion?
Could we add more data into the meta.data table?
In the example below, we visualize QC metrics, and use these to filter cells.
- We filter cells that have unique feature counts over 2,500 or less than 200
- We filter cells that have >5% mitochondrial counts
# Visualize QC metrics as a violin plot
VlnPlot(pbmc, features = c("nFeature_RNA", "nCount_RNA", "percent.mt"), ncol = 3)
# FeatureScatter is typically used to visualize feature-feature relationships, but can be used
# for anything calculated by the object, i.e. columns in object metadata, PC scores etc.
plot1 <- FeatureScatter(pbmc, feature1 = "nCount_RNA", feature2 = "percent.mt")
plot2 <- FeatureScatter(pbmc, feature1 = "nCount_RNA", feature2 = "nFeature_RNA")
plot1 + plot2
Lets look at the number of features (genes) to the percent mitochondrial genes plot.
plot3 <- FeatureScatter(pbmc, feature1 = "nFeature_RNA", feature2 = "percent.mt")
plot3
Challenge: Ribosomal gene expression as a QC metric
Ribosomal gene expression could be another factor to look into your cells within your experiment.
Create more columns of metadata using
PercentageFeatureSet function, this time search for
ribosomal genes. We can calculate the percentage for the large subunit
(RPL) and small subunit (RPL) ribosomal genes.
Use FeatureScatter to plot combinations of metrics
available in metadata. How is the mitochondrial gene percentage related
to the ribosomal gene percentage? What can you see? Discuss in break
out?
Create new meta.data columns to contain percentages of the large and small ribosomal genes.
Then plot a scatter plot with this new data.
pbmc[["percent.riboL"]] <- PercentageFeatureSet(pbmc, pattern = "^RPL")
pbmc[["percent.riboS"]] <- PercentageFeatureSet(pbmc, pattern = "^RPS")
plot1 <- FeatureScatter(pbmc, feature1 = "percent.riboS", feature2 = "percent.riboL")
plot1
The large and small ribosomal subunit genes are correlated within
cell.
What about with mitochondria and gene, feature counts?
plot2 <- FeatureScatter(pbmc, feature1 = "percent.riboL", feature2 = "percent.mt")
plot2
There are cells with low ribosome and low mitochondrial gene percentages, and some outliers too (low ribo, high mt)
These are the cells you may want to exclude.
Highlight cells with very low percentage of ribosomal genes, create a
new column in the meta.data table and with FeatureScatter
make a plot of the RNA count and mitochondrial percentage with the cells
with very low ribosomal gene perentage.
pbmc[["lowRiboL"]] <- pbmc[["percent.riboL"]] <= 5
plot1 <- FeatureScatter(pbmc, feature1 = "nCount_RNA", feature2 = "percent.mt", group.by = "lowRiboL")
plot1
Okay we are happy with our thresholds for mitochondrial percentage in cells, lets apply them and subset our data. This will remove the cells we think are of poor quality.
pbmc <- subset(pbmc, subset = nFeature_RNA > 200 & nFeature_RNA < 2500 & percent.mt < 5)Lets replot the feature scatters and see what they look like.
plot5 <- FeatureScatter(pbmc, feature1 = "nCount_RNA", feature2 = "percent.mt")
plot6 <- FeatureScatter(pbmc, feature1 = "nCount_RNA", feature2 = "nFeature_RNA")
plot5 + plot6
Normalizing the data
After removing unwanted cells from the dataset, the next step is to
normalize the data. By default, we employ a global-scaling normalization
method “LogNormalize” that normalizes the feature expression
measurements for each cell by the total expression, multiplies this by a
scale factor (10,000 by default), and log-transforms the result.
Normalized values are stored in pbmc[["RNA"]]@data.
pbmc <- NormalizeData(pbmc, normalization.method = "LogNormalize", scale.factor = 10000)For clarity, in this previous line of code (and in future commands), we provide the default values for certain parameters in the function call. However, this isn’t required and the same behavior can be achieved with:
pbmc <- NormalizeData(pbmc)Identification of highly variable features (feature selection)
We next calculate a subset of features that exhibit high cell-to-cell variation in the dataset (i.e, they are highly expressed in some cells, and lowly expressed in others). We and others have found that focusing on these genes in downstream analysis helps to highlight biological signal in single-cell datasets.
Our procedure in Seurat is described in detail here, and improves
on previous versions by directly modeling the mean-variance relationship
inherent in single-cell data, and is implemented in the
FindVariableFeatures() function. By default, we return
2,000 features per dataset. These will be used in downstream analysis,
like PCA.
pbmc <- FindVariableFeatures(pbmc, selection.method = "vst", nfeatures = 2000)
# Identify the 10 most highly variable genes
top10 <- head(VariableFeatures(pbmc), 10)
# plot variable features with and without labels
plot1 <- VariableFeaturePlot(pbmc)
plot2 <- LabelPoints(plot = plot1, points = top10, repel = TRUE)
plot1 + plot2
Challenge: Labelling Genes of Interest
What if we wanted to look at genes we are specifically interested in? We can create a character vector of gene names and apply that to this plot.
Lets look at some genes that could be of interest such as IL8, IDH2 and CXCL3
# create a vector of genes of interest
goi <- c("IL8", "IDH2", "CXCL3")
# plot variable features with and without labels
plot3 <- LabelPoints(plot = plot1, points = goi, repel = TRUE)
plot2 + plot3
Scaling the data
Next, we apply a linear transformation (‘scaling’) that is a standard
pre-processing step prior to dimensional reduction techniques like PCA.
The ScaleData() function:
- Shifts the expression of each gene, so that the mean expression across cells is 0
- Scales the expression of each gene, so that the variance across
cells is 1
- This step gives equal weight in downstream analyses, so that highly-expressed genes do not dominate
- The results of this are stored in
pbmc[["RNA"]]@scale.data
all.genes <- rownames(pbmc)
pbmc <- ScaleData(pbmc, features = all.genes)This step takes too long! Can I make it faster?
Scaling is an essential step in the Seurat workflow, but only on
genes that will be used as input to PCA. Therefore, the default in
ScaleData() is only to perform scaling on the previously
identified variable features (2,000 by default). To do this, omit the
features argument in the previous function call, i.e.
pbmc <- ScaleData(pbmc)DoHeatmap()) require
genes in the heatmap to be scaled, to make sure highly-expressed genes
don’t dominate the heatmap. To make sure we don’t leave any genes out of
the heatmap later, we are scaling all genes in this tutorial.
How can I remove unwanted sources of variation, as in Seurat v2?
In Seurat v2 we also use the ScaleData()
function to remove unwanted sources of variation from a single-cell
dataset. For example, we could ‘regress out’ heterogeneity associated
with (for example) cell cycle stage, or mitochondrial contamination.
These features are still supported in ScaleData() in
Seurat v3, i.e.:
pbmc <- ScaleData(pbmc, vars.to.regress = "percent.mt")SCTransform(). The method is described in our paper,
with a separate vignette using Seurat v3 here. As with
ScaleData(), the function SCTransform() also
includes a vars.to.regress parameter.
Perform linear dimensional reduction
Next we perform PCA on the scaled data. By default, only the
previously determined variable features are used as input, but can be
defined using features argument if you wish to choose a
different subset.
pbmc <- RunPCA(pbmc, features = VariableFeatures(object = pbmc))Seurat provides several useful ways of visualizing both cells and
features that define the PCA, including VizDimReduction(),
DimPlot(), and DimHeatmap()
# Examine and visualize PCA results a few different ways
print(pbmc[["pca"]], dims = 1:5, nfeatures = 5)## PC_ 1
## Positive: CST3, TYROBP, LST1, AIF1, FTL
## Negative: MALAT1, LTB, IL32, IL7R, CD2
## PC_ 2
## Positive: CD79A, MS4A1, TCL1A, HLA-DQA1, HLA-DQB1
## Negative: NKG7, PRF1, CST7, GZMB, GZMA
## PC_ 3
## Positive: HLA-DQA1, CD79A, CD79B, HLA-DQB1, HLA-DPB1
## Negative: PPBP, PF4, SDPR, SPARC, GNG11
## PC_ 4
## Positive: HLA-DQA1, CD79B, CD79A, MS4A1, HLA-DQB1
## Negative: VIM, IL7R, S100A6, IL32, S100A8
## PC_ 5
## Positive: GZMB, NKG7, S100A8, FGFBP2, GNLY
## Negative: LTB, IL7R, CKB, VIM, MS4A7VizDimLoadings(pbmc, dims = 1:2, reduction = "pca")
DimPlot(pbmc, reduction = "pca")
In particular DimHeatmap() allows for easy exploration
of the primary sources of heterogeneity in a dataset, and can be useful
when trying to decide which PCs to include for further downstream
analyses. Both cells and features are ordered according to their PCA
scores. Setting cells to a number plots the ‘extreme’ cells
on both ends of the spectrum, which dramatically speeds plotting for
large datasets. Though clearly a supervised analysis, we find this to be
a valuable tool for exploring correlated feature sets.
DimHeatmap(pbmc, dims = 1, cells = 500, balanced = TRUE)
DimHeatmap(pbmc, dims = 1:15, cells = 500, balanced = TRUE)
Determine the ‘dimensionality’ of the dataset
To overcome the extensive technical noise in any single feature for scRNA-seq data, Seurat clusters cells based on their PCA scores, with each PC essentially representing a ‘metafeature’ that combines information across a correlated feature set. The top principal components therefore represent a robust compression of the dataset. However, how many components should we choose to include? 10? 20? 100?
In Macosko et al, we implemented a resampling test inspired by the JackStraw procedure. We randomly permute a subset of the data (1% by default) and rerun PCA, constructing a ‘null distribution’ of feature scores, and repeat this procedure. We identify ‘significant’ PCs as those who have a strong enrichment of low p-value features.
# Note: The Seurat defaults are num.replicates=100, prop.freq=0.01. The parameters we're
# using here are just for speed, and will give conservative p-values.
pbmc <- JackStraw(pbmc, num.replicate = 10, prop.freq = 0.1)
pbmc <- ScoreJackStraw(pbmc, dims = 1:20)The JackStrawPlot() function provides a visualization
tool for comparing the distribution of p-values for each PC with a
uniform distribution (dashed line). ‘Significant’ PCs will show a strong
enrichment of features with low p-values (solid curve above the dashed
line). In this case it appears that there is a sharp drop-off in
significance after the first 10-12 PCs.
JackStrawPlot(pbmc, dims = 1:15)
# Seurat plots this in a weird way. Let's adjust it a bit.
JackStrawPlot(pbmc, dims = 1:15) + coord_cartesian() + geom_abline(intercept = 0, slope = 0.05)
# For each PC, the furthest point to the right below the solid line gives proportion of
# significant genes with FDR 0.05.An alternative heuristic method generates an ‘Elbow plot’: a ranking
of principle components based on the percentage of variance explained by
each one (ElbowPlot() function). In this example, we can
observe an ‘elbow’ around PC9-10, suggesting that the majority of true
signal is captured in the first 10 PCs.
ElbowPlot(pbmc)
Identifying the true dimensionality of a dataset – can be challenging/uncertain for the user. We therefore suggest these three approaches to consider. The first is more supervised, exploring PCs to determine relevant sources of heterogeneity, and could be used in conjunction with GSEA for example. The second implements a statistical test based on a random null model, but is time-consuming for large datasets, and may not return a clear PC cutoff. The third is a heuristic that is commonly used, and can be calculated instantly. In this example, all three approaches yielded similar results, but we might have been justified in choosing anything between PC 7-12 as a cutoff.
We chose 10 here, but encourage users to consider the following:
- Dendritic cell and NK aficionados may recognize that genes strongly associated with PCs 12 and 13 define rare immune subsets (i.e. MZB1 is a marker for plasmacytoid DCs). However, these groups are so rare, they are difficult to distinguish from background noise for a dataset of this size without prior knowledge.
- We encourage users to repeat downstream analyses with a different number of PCs (10, 15, or even 50!). As you will observe, the results often do not differ dramatically.
- We advise users to err on the higher side when choosing this parameter. For example, performing downstream analyses with only 5 PCs does significantly and adversely affect results.
Cluster the cells
Seurat v3 applies a graph-based clustering approach, building upon initial strategies in (Macosko et al). Importantly, the distance metric which drives the clustering analysis (based on previously identified PCs) remains the same. However, our approach to partitioning the cellular distance matrix into clusters has dramatically improved. Our approach was heavily inspired by recent manuscripts which applied graph-based clustering approaches to scRNA-seq data [SNN-Cliq, Xu and Su, Bioinformatics, 2015] and CyTOF data [PhenoGraph, Levine et al., Cell, 2015]. Briefly, these methods embed cells in a graph structure - for example a K-nearest neighbor (KNN) graph, with edges drawn between cells with similar feature expression patterns, and then attempt to partition this graph into highly interconnected ‘quasi-cliques’ or ‘communities’.
As in PhenoGraph, we first construct a KNN graph based on the
euclidean distance in PCA space, and refine the edge weights between any
two cells based on the shared overlap in their local neighborhoods
(Jaccard similarity). This step is performed using the
FindNeighbors() function, and takes as input the previously
defined dimensionality of the dataset (first 10 PCs).
To cluster the cells, we next apply modularity optimization
techniques such as the Louvain algorithm (default) or SLM [SLM, Blondel
et al., Journal of Statistical Mechanics], to iteratively
group cells together, with the goal of optimizing the standard
modularity function. The FindClusters() function implements
this procedure, and contains a resolution parameter that sets the
‘granularity’ of the downstream clustering, with increased values
leading to a greater number of clusters. We find that setting this
parameter between 0.4-1.2 typically returns good results for single-cell
datasets of around 3K cells. Optimal resolution often increases for
larger datasets. The clusters can be found using the
Idents() function.
pbmc <- FindNeighbors(pbmc, dims = 1:10)
pbmc <- FindClusters(pbmc, resolution = 0.5)## Modularity Optimizer version 1.3.0 by Ludo Waltman and Nees Jan van Eck
##
## Number of nodes: 2638
## Number of edges: 95965
##
## Running Louvain algorithm...
## Maximum modularity in 10 random starts: 0.8723
## Number of communities: 9
## Elapsed time: 0 seconds# Look at cluster IDs of the first 5 cells
head(Idents(pbmc), 5)## AAACATACAACCAC-1 AAACATTGAGCTAC-1 AAACATTGATCAGC-1 AAACCGTGCTTCCG-1
## 2 3 2 1
## AAACCGTGTATGCG-1
## 6
## Levels: 0 1 2 3 4 5 6 7 8Run non-linear dimensional reduction (UMAP/tSNE)
Seurat offers several non-linear dimensional reduction techniques, such as tSNE and UMAP, to visualize and explore these datasets. The goal of these algorithms is to learn the underlying manifold of the data in order to place similar cells together in low-dimensional space. Cells within the graph-based clusters determined above should co-localize on these dimension reduction plots. As input to the UMAP and tSNE, we suggest using the same PCs as input to the clustering analysis.
# If you haven't installed UMAP, you can do so via reticulate::py_install(packages =
# 'umap-learn')
pbmc <- RunUMAP(pbmc, dims = 1:10)# note that you can set `label = TRUE` or use the LabelClusters function to help label
# individual clusters
DimPlot(pbmc, reduction = "umap")
You can save the object at this point so that it can easily be loaded back in without having to rerun the computationally intensive steps performed above, or easily shared with collaborators.
saveRDS(pbmc, file = "pbmc_tutorial.rds")Finding differentially expressed features (cluster biomarkers)
Seurat can help you find markers that define clusters via
differential expression. By default, it identifies positive and negative
markers of a single cluster (specified in ident.1),
compared to all other cells. FindAllMarkers() automates
this process for all clusters, but you can also test groups of clusters
vs. each other, or against all cells.
The min.pct argument requires a feature to be detected
at a minimum percentage in either of the two groups of cells, and the
thresh.test argument requires a feature to be differentially expressed
(on average) by some amount between the two groups. You can set both of
these to 0, but with a dramatic increase in time - since this will test
a large number of features that are unlikely to be highly
discriminatory. As another option to speed up these computations,
max.cells.per.ident can be set. This will downsample each
identity class to have no more cells than whatever this is set to. While
there is generally going to be a loss in power, the speed increases can
be significant and the most highly differentially expressed features
will likely still rise to the top.
# find all markers of cluster 2
cluster2.markers <- FindMarkers(pbmc, ident.1 = 2, min.pct = 0.25)
head(cluster2.markers, n = 5)| p_val | avg_log2FC | pct.1 | pct.2 | p_val_adj | |
|---|---|---|---|---|---|
| IL32 | 0 | 1.2154360 | 0.949 | 0.466 | 0 |
| LTB | 0 | 1.2828597 | 0.981 | 0.644 | 0 |
| CD3D | 0 | 0.9359210 | 0.922 | 0.433 | 0 |
| IL7R | 0 | 1.1776027 | 0.748 | 0.327 | 0 |
| LDHB | 0 | 0.8837324 | 0.953 | 0.614 | 0 |
# find all markers distinguishing cluster 5 from clusters 0 and 3
cluster5.markers <- FindMarkers(pbmc, ident.1 = 5, ident.2 = c(0, 3), min.pct = 0.25)
head(cluster5.markers, n = 5)| p_val | avg_log2FC | pct.1 | pct.2 | p_val_adj | |
|---|---|---|---|---|---|
| FCGR3A | 0 | 4.267579 | 0.975 | 0.039 | 0 |
| IFITM3 | 0 | 3.877105 | 0.975 | 0.048 | 0 |
| CFD | 0 | 3.411039 | 0.938 | 0.037 | 0 |
| CD68 | 0 | 3.014535 | 0.926 | 0.035 | 0 |
| RP11-290F20.3 | 0 | 2.722684 | 0.840 | 0.016 | 0 |
# find markers for every cluster compared to all remaining cells, report only the positive
# ones
pbmc.markers <- FindAllMarkers(pbmc, only.pos = TRUE, min.pct = 0.25, logfc.threshold = 0.25)
pbmc.markers %>%
group_by(cluster) %>%
slice_max(n = 2, order_by = avg_log2FC)| p_val | avg_log2FC | pct.1 | pct.2 | p_val_adj | cluster | gene |
|---|---|---|---|---|---|---|
| 0 | 1.333503 | 0.435 | 0.108 | 0 | 0 | CCR7 |
| 0 | 1.069166 | 0.897 | 0.593 | 0 | 0 | LDHB |
| 0 | 5.570063 | 0.996 | 0.215 | 0 | 1 | S100A9 |
| 0 | 5.477394 | 0.975 | 0.121 | 0 | 1 | S100A8 |
| 0 | 1.282860 | 0.981 | 0.644 | 0 | 2 | LTB |
| 0 | 1.240361 | 0.424 | 0.111 | 0 | 2 | AQP3 |
| 0 | 4.310172 | 0.936 | 0.041 | 0 | 3 | CD79A |
| 0 | 3.591579 | 0.622 | 0.022 | 0 | 3 | TCL1A |
| 0 | 3.006740 | 0.595 | 0.056 | 0 | 4 | GZMK |
| 0 | 2.966206 | 0.957 | 0.241 | 0 | 4 | CCL5 |
| 0 | 3.311697 | 0.975 | 0.134 | 0 | 5 | FCGR3A |
| 0 | 3.085654 | 1.000 | 0.315 | 0 | 5 | LST1 |
| 0 | 4.917370 | 0.958 | 0.135 | 0 | 6 | GNLY |
| 0 | 4.888172 | 0.986 | 0.071 | 0 | 6 | GZMB |
| 0 | 3.871151 | 0.812 | 0.011 | 0 | 7 | FCER1A |
| 0 | 2.874465 | 1.000 | 0.513 | 0 | 7 | HLA-DPB1 |
| 0 | 8.575862 | 1.000 | 0.024 | 0 | 8 | PPBP |
| 0 | 7.243377 | 1.000 | 0.010 | 0 | 8 | PF4 |
Seurat has several tests for differential expression which can be set with the test.use parameter (see our DE vignette for details). For example, the ROC test returns the ‘classification power’ for any individual marker (ranging from 0 - random, to 1 - perfect).
cluster0.markers <- FindMarkers(pbmc, ident.1 = 0, logfc.threshold = 0.25, test.use = "roc", only.pos = TRUE)We include several tools for visualizing marker expression.
VlnPlot() (shows expression probability distributions
across clusters), and FeaturePlot() (visualizes feature
expression on a tSNE or PCA plot) are our most commonly used
visualizations. We also suggest exploring RidgePlot(),
CellScatter(), and DotPlot() as additional
methods to view your dataset.
VlnPlot(pbmc, features = c("MS4A1", "CD79A"))
# you can plot raw counts as well
VlnPlot(pbmc, features = c("NKG7", "PF4"), slot = "counts", log = TRUE)
FeaturePlot(pbmc, features = c("MS4A1", "GNLY", "CD3E", "CD14", "FCER1A", "FCGR3A", "LYZ", "PPBP",
"CD8A"))
Other useful plots
These are ridgeplots, cell scatter plots and dotplots. Replace
FeaturePlot with the other functions.
RidgePlot(pbmc, features = c("MS4A1", "GNLY", "CD3E", "CD14", "FCER1A", "FCGR3A", "LYZ", "PPBP",
"CD8A"))
For CellScatter plots, will need the cell id of the cells you want to
look at. You could access this using the [[ notation.
head(pbmc[[]])| orig.ident | nCount_RNA | nFeature_RNA | percent.mt | percent.riboL | percent.riboS | lowRiboL | RNA_snn_res.0.5 | seurat_clusters | |
|---|---|---|---|---|---|---|---|---|---|
| AAACATACAACCAC-1 | pbmc3k | 2419 | 779 | 3.0177759 | 24.76230 | 18.933444 | FALSE | 2 | 2 |
| AAACATTGAGCTAC-1 | pbmc3k | 4903 | 1352 | 3.7935958 | 23.98532 | 18.417296 | FALSE | 3 | 3 |
| AAACATTGATCAGC-1 | pbmc3k | 3147 | 1129 | 0.8897363 | 18.04894 | 13.632031 | FALSE | 2 | 2 |
| AAACCGTGCTTCCG-1 | pbmc3k | 2639 | 960 | 1.7430845 | 15.08147 | 9.170140 | FALSE | 1 | 1 |
| AAACCGTGTATGCG-1 | pbmc3k | 980 | 521 | 1.2244898 | 10.20408 | 4.693878 | FALSE | 6 | 6 |
| AAACGCACTGGTAC-1 | pbmc3k | 2163 | 781 | 1.6643551 | 22.28386 | 13.915858 | FALSE | 2 | 2 |
CellScatter(pbmc, cell1 = "AAACATACAACCAC-1", cell2 = "AAACATTGAGCTAC-1")
DotPlots
DotPlot(pbmc, features = c("MS4A1", "GNLY", "CD3E", "CD14", "FCER1A", "FCGR3A", "LYZ", "PPBP", "CD8A"))
Which plots do you prefer? Discuss.
DoHeatmap() generates an expression heatmap for given
cells and features. In this case, we are plotting the top 20 markers (or
all markers if less than 20) for each cluster.
pbmc.markers %>%
group_by(cluster) %>%
top_n(n = 10, wt = avg_log2FC) -> top10
DoHeatmap(pbmc, features = top10$gene) + NoLegend()
Assigning cell type identity to clusters
Fortunately in the case of this dataset, we can use canonical markers to easily match the unbiased clustering to known cell types:
| Cluster ID | Markers | Cell Type |
|---|---|---|
| 0 | IL7R, CCR7 | Naive CD4+ T |
| 1 | CD14, LYZ | CD14+ Mono |
| 2 | IL7R, S100A4 | Memory CD4+ |
| 3 | MS4A1 | B |
| 4 | CD8A | CD8+ T |
| 5 | FCGR3A, MS4A7 | FCGR3A+ Mono |
| 6 | GNLY, NKG7 | NK |
| 7 | FCER1A, CST3 | DC |
| 8 | PPBP | Platelet |
new.cluster.ids <- c("Naive CD4 T", "CD14+ Mono", "Memory CD4 T", "B", "CD8 T", "FCGR3A+ Mono",
"NK", "DC", "Platelet")
names(new.cluster.ids) <- levels(pbmc)
pbmc <- RenameIdents(pbmc, new.cluster.ids)
DimPlot(pbmc, reduction = "umap", label = TRUE, pt.size = 0.5) + NoLegend()
saveRDS(pbmc, file = "pbmc3k_final.rds")Using Monocle For Pseudotime Trajectory
For this workshop, we’ll use the PBMC data object with Monocle for pseudotime trajectory analysis. It’s debatable whether this is a suitable dataset but will suit our needs for demonstration purposes.
This content is based off the Calculating Trajectories with Monocle 3 and Seurat material as well the Monocle3 documentation, combining it with the PBMC dataset from the original Seurat vignette. We recommend reading the Monocle3 documentation for greater understanding of the Monocle package.
Firstly, load Monocle:
library(monocle3)
library(SeuratWrappers)As the PBMC data has been processed, we can proceed with converting
the pbmc Seurat object to a cell_data_set
object, which is a class from the Monocle package. The
as.cell_data_set function is used from the
SeuratWrappers library and is used to convert the Seurat
object into a cell_data_set object.
While we have performed the general analysis steps of quality control, scaling and normalization, dimensionality reduction and clustering with Seurat, Monocle is also capable of performing these steps with its own in-built functions. It is often a matter of preference which package to use, depending on what downstream tasks the analyst would like to perform.
We aren’t going to delve deeply into the properties of the
cell_data_set object. Just be aware that this is a
different way to represent the count assay data and dimensionality
reduction data. The functions from the Monocle package
expects the scRNA data to be this class and therefore, the Seurat object
needs to be converted to this class. It also means that the Seurat
functions that we’ve been using will not work with the
cell_data_set object.
cds <- as.cell_data_set(pbmc)While we have previously clustered the pbmc dataset using Seurat, Monocle will also calculate ‘partitions’ - these are superclusters of the Louvain/Leiden communties that are found using a kNN pruning method. The warning message during the conversion notes that Seurat doesn’t calculate partitions and clusters need to be re-calculated using Monocle.
Examine the cds object:
## Inspect the cds object and compare it to the Seurat pbmc object
cdsNow re-cluster the cds object:
cds <- cluster_cells(cds)
p1 <- plot_cells(cds, show_trajectory_graph = FALSE)
p2 <- plot_cells(cds, color_cells_by = "partition", show_trajectory_graph = FALSE)
wrap_plots(p1, p2)We can see that in the first plot, Monocle has identified 3 clusters but all the clusters fall within the same partition. Ideally, partitions should correspond to clusters of cells within the same path of differentiation or cell within the same trajectory.
Source: Haematopoiesis and red blood cells
We can see from this figure of haematopoiesis that our PBMC sample contains a mix of cells from different cell types and are unlikely to be suitable for calculating a pseudotime trajectory. Nonetheless, we’ll demonstrate the steps involved.
Next, we need to run learn_graph to learn the trajectory
graph. This function aims to learn how cells transition through a
biological program of gene expression changes in an experiment.
cds <- learn_graph(cds)
plot_cells(cds, label_groups_by_cluster = FALSE, label_leaves = FALSE, label_branch_points = FALSE)As expected from the partition plot, Monocle thinks all the cells are from the same partition and therefore has plotted a trajectory line that connects all clusters.
Can we fix this?
Monocle currently thinks that all cells belong to the same partition. We might be able to tweak the clustering for a better result. One thing we can think about is that we have a different number of clusters generated by Monocle (3) when Seurat gave us 9.
If we examine the default parameters by ?FindClusters
and ?cluster_cells, we might notice that Seurat’s default
clustering algorithm is louvain while Monocle’s is
leiden. We aren’t going to delve into the details of these
algorithms, but we will say, just be aware of the default behavior of
your analysis tools and that the choice in algorithm will affect the
results of the clustering.
We can change algorithm with
cds <- cluster_cells(cds, cluster_method = "louvain")
but in this case, we might just try altering the resolution with the
default leiden algorithm to increase the number of clusters
yielded. Changing the k argument will change the number of
nearest neighbors used when creating the k nearest neighbor graph. A
large k value (the default is 20) reduces the number of
clusters (therefore the bigger k is, the less clusters will be
generated) and vice versa (smaller k value - more
clusters).
cds <- cluster_cells(cds, k = 5, random_seed = 5)
p1 <- plot_cells(cds, show_trajectory_graph = FALSE)
p2 <- plot_cells(cds, color_cells_by = "partition", show_trajectory_graph = FALSE)
wrap_plots(p1, p2)The UMAP on the left looks under clustered compared to our original
clustering with Seurat. We’d probably need to tweak more parameters to
get Monocle to match the Seurat clustering. We don’t necessarily need to
do that because our cds object actually still has the
meta-data about the Seurat clusters stored in it (examine this with
head(colData(cds)). However, importantly, our partition
plot looks a little more sensible and no longer has lumped all cells
into one supercluster.
Let’s re-run the learn_graph step:
cds <- learn_graph(cds)
plot_cells(cds, color_cells_by = "partition", label_groups_by_cluster = FALSE, label_leaves = FALSE,
label_branch_points = FALSE)Monocle now ‘correctly’ builds trajectories that recognizes distinct cell lineages.
We might choose to remove the B-cells and monocytes and focus just on the cluster of CD4T/CD8T cells, as this is the largest group of cells.
# Create a vector of idents to keep
selected_ids <- c("Naive CD4 T", "Memory CD4 T", "CD8 T")
tcells_pbmc <- subset(pbmc, idents = selected_ids) ## subset the PBMC seurat object to tcells
cds <- as.cell_data_set(tcells_pbmc) ## convert this to cell_data_set
cds <- cluster_cells(cds)
cds <- learn_graph(cds)
plot_cells(cds, label_groups_by_cluster = FALSE, label_leaves = FALSE, label_branch_points = FALSE)The next step is to order cells in pseudotime:
Pseudotime is a measure of how much progress an individual cell has made through a process such as cell differentiation.
In many biological processes, cells do not progress in perfect synchrony. In single-cell expression studies of processes such as cell differentiation, captured cells might be widely distributed in terms of progress. That is, in a population of cells captured at exactly the same time, some cells might be far along, while others might not yet even have begun the process. This asynchrony creates major problems when you want to understand the sequence of regulatory changes that occur as cells transition from one state to the next. Tracking the expression across cells captured at the same time produces a very compressed sense of a gene’s kinetics, and the apparent variability of that gene’s expression will be very high.
By ordering each cell according to its progress along a learned trajectory, Monocle alleviates the problems that arise due to asynchrony. Instead of tracking changes in expression as a function of time, Monocle tracks changes as a function of progress along the trajectory, which we term “pseudotime”. Pseudotime is an abstract unit of progress: it’s simply the distance between a cell and the start of the trajectory, measured along the shortest path. The trajectory’s total length is defined in terms of the total amount of transcriptional change that a cell undergoes as it moves from the starting state to the end state.
Source: Monocle’s documentation
Monocle needs to be told where the ‘beginning’ of the biological
process is. There are a variety of ways that this can be determined -
the Monocle documentation has a custom function to find the root of the
trajectory based on a subset of cells. If the order_cells
function is used without providing which cells to use, it will launch an
interface in which we can directly select cells we think are at the
beginning of the trajectory.
# a helper function to identify the root principal points:
get_earliest_principal_node <- function(cds, cell_type = "Naive CD4 T") {
cell_ids <- which(colData(cds)[, "ident"] == cell_type)
closest_vertex <- cds@principal_graph_aux[["UMAP"]]$pr_graph_cell_proj_closest_vertex
closest_vertex <- as.matrix(closest_vertex[colnames(cds), ])
root_pr_nodes <- igraph::V(principal_graph(cds)[["UMAP"]])$name[as.numeric(names(which.max(table(closest_vertex[cell_ids,
]))))]
root_pr_nodes
}
cds <- order_cells(cds, root_pr_nodes = get_earliest_principal_node(cds))We can now plot the trajectory and color cells by pseudotime:
plot_cells(cds, color_cells_by = "pseudotime", label_cell_groups = FALSE, label_leaves = FALSE,
label_branch_points = FALSE)
plot_cells(cds, color_cells_by = "ident", label_cell_groups = FALSE, label_leaves = FALSE, label_branch_points = FALSE)Discuss the results of this pseudotime trajectory (remembering this is a bogus example):
- CD8T cells are not the furthest cell type from the naive CD4 t-cells
- Naive CD4 T-cells get split into two groups - cells at the root state and ‘early’ in terms of pseudotime and then cells that are at the end of the pseudotime timeline
- Would you interpret this as naive CD4 T cells shifting into memory CD4 T-cells then CD8T cells and then back to CD4 naive?
- An analysis tool will always try to give you some sort of answer - it’s important to think about whether the tool we’re using is appropriate for a given dataset
- What happens if we left in the NK cells?
Session Info
sessionInfo()## R version 4.1.1 (2021-08-10)
## Platform: aarch64-apple-darwin20 (64-bit)
## Running under: macOS Monterey 12.1
##
## Matrix products: default
## BLAS: /Library/Frameworks/R.framework/Versions/4.1-arm64/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/4.1-arm64/Resources/lib/libRlapack.dylib
##
## locale:
## [1] en_GB.UTF-8/en_GB.UTF-8/en_GB.UTF-8/C/en_GB.UTF-8/en_GB.UTF-8
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## attached base packages:
## [1] stats graphics grDevices utils datasets methods base
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## other attached packages:
## [1] patchwork_1.1.1 SeuratObject_4.0.4 Seurat_4.1.0 ggplot2_3.3.5
## [5] dplyr_1.0.7
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## loaded via a namespace (and not attached):
## [1] Rtsne_0.15 colorspace_2.0-2 deldir_1.0-6
## [4] ellipsis_0.3.2 ggridges_0.5.3 spatstat.data_2.1-2
## [7] farver_2.1.0 leiden_0.3.9 listenv_0.8.0
## [10] ggrepel_0.9.1 RSpectra_0.16-0 fansi_1.0.2
## [13] codetools_0.2-18 splines_4.1.1 knitr_1.37
## [16] polyclip_1.10-0 jsonlite_1.7.3 ica_1.0-2
## [19] cluster_2.1.2 png_0.1-7 uwot_0.1.11
## [22] shiny_1.7.1 sctransform_0.3.3 spatstat.sparse_2.1-0
## [25] compiler_4.1.1 httr_1.4.2 assertthat_0.2.1
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## [31] later_1.3.0 formatR_1.11 htmltools_0.5.2
## [34] tools_4.1.1 igraph_1.2.11 gtable_0.3.0
## [37] glue_1.6.0 RANN_2.6.1 reshape2_1.4.4
## [40] Rcpp_1.0.8 scattermore_0.7 jquerylib_0.1.4
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## [46] xfun_0.29 stringr_1.4.0 globals_0.14.0
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## [52] irlba_2.3.5 goftest_1.2-3 future_1.23.0
## [55] MASS_7.3-55 zoo_1.8-9 scales_1.1.1
## [58] spatstat.core_2.3-2 promises_1.2.0.1 spatstat.utils_2.3-0
## [61] parallel_4.1.1 RColorBrewer_1.1-2 yaml_2.2.1
## [64] reticulate_1.23 pbapply_1.5-0 gridExtra_2.3
## [67] sass_0.4.0 rpart_4.1-15 stringi_1.7.6
## [70] highr_0.9 rlang_0.4.12 pkgconfig_2.0.3
## [73] matrixStats_0.61.0 evaluate_0.14 lattice_0.20-45
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## [85] plyr_1.8.6 magrittr_2.0.1 R6_2.5.1
## [88] generics_0.1.1 DBI_1.1.2 pillar_1.6.4
## [91] withr_2.4.3 mgcv_1.8-38 fitdistrplus_1.1-6
## [94] survival_3.2-13 abind_1.4-5 tibble_3.1.6
## [97] future.apply_1.8.1 crayon_1.4.2 KernSmooth_2.23-20
## [100] utf8_1.2.2 spatstat.geom_2.3-1 plotly_4.10.0
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## [112] bslib_0.3.1